Unsupervised learning of invariant representations with low sample complexity: the magic of sensory cortex or a new framework for machine learning?

2014

F. Anselmi
JZ. Leibo
L. Rosasco
J. Mutch
A. Tacchetti

NA

Unsupervised tissue segmentation from dynamic contrast-enhanced magnetic resonance imaging

2014

G. Chiusano
A. Stagliano
C. Basso
A. Verri

Artificial intelligence in …

Proximal methods for the latent group lasso penalty

2014

S. Villa
L. Rosasco
S. Mosci
A. Verri

Computational Optimization and …

Regenerative medicine for the treatment of Teno-desmic injuries of the equine. A series of 150 horses treated with platelet-derived growth factors

2014

M. Scala
S. Lenarduzzi
F. Spagnolo
M. Trapasso

In Vivo

On local constraints and regularity of PDE in electromagnetics. Applications to hybrid imaging inverse problems

2014

GS. Alberti

NA

A universally consistent spectral estimator for the support of a distribution

2014

E. De Vito
L. Rosasco
A. Toigo

Appl Comput Harmonic Anal

A propos de certains problèmes inverses hybrides

2014

GS. Alberti
Y. Capdeboscq

Séminaire Laurent Schwartz—EDP et …

A stochastic forward-backward splitting method for solving monotone inclusions in Hilbert spaces

2014

L. Rosasco
S. Villa
BC. Vũ

arXiv preprint arXiv:1403.7999

Elliptic regularity theory applied to time harmonic anisotropic Maxwell's equations with less than Lipschitz complex coefficients

2014

GS. Alberti
Y. Capdeboscq

SIAM Journal on Mathematical Analysis

Emotional charades

2014

S. Piana
A. Staglianò
F. Odone
A. Camurri

Proceedings of the 16th …

Quantitative echography in primary uveal melanoma treated by proton beam therapy

2014

C. Mosci
FB. Lanza
S. Mosci
A. Barla

Canadian Journal of Ophthalmology

Smart Security: Integrated systems for security policies in urban environments

2014

E. di Bella
F. Odone
M. Corsi
A. Sillitti
R. Breu

Smart city

Multiview matching of articulated objects

2014

L. Zini
F. Odone
A. Cavallaro

IEEE Transactions on Circuits …

A deep representation for invariance and music classification

2014

C. Zhang
G. Evangelopoulos
S. Voinea

… on acoustics, speech …

Dictionary based pooling for object categorization

2014

SR. Fanello
N. Noceti
G. Metta

… Conference on Computer …

A machine learning pipeline for identification of discriminant pathways

2014

A. Barla
G. Jurman
R. Visintainer
M. Squillario

Springer Handbook of …

The informative content of the optical flow features of biological motion

2014

A. Sciutti
N. Noceti
F. Rea
F. Odone
A. Verri

…

Semi-supervised learning of sparse representations to recognize people spatial orientation

2014

N. Noceti
F. Odone

2014 IEEE International Conference on …

Learning sets with separating kernels

2014

E. De Vito
L. Rosasco
A. Toigo

Applied and Computational Harmonic …

Nonparametric sparsity and regularization

2013

L. Rosasco
S. Villa
S. Mosci
M. Santoro

The Journal of Machine …

Molecular fingerprinting reflects different histotypes and brain region in low grade gliomas

2013

S. Mascelli
A. Barla
A. Raso
S. Mosci
P. Nozza

BMC cancer

Structured multi-class feature selection for effective face recognition

2013

G. Fusco
L. Zini
N. Noceti
F. Odone

International Conference on Image …

Reproducing Subgroups of . Part I: Algebraic Classification

2013

GS. Alberti
L. Balletti
F. De Mari
E. De Vito

Journal of Fourier Analysis and …

Background modeling through dictionary learning

2013

A. Stagliano
N. Noceti
A. Verri

2013 IEEE International …

Precise people counting in real time

2013

L. Zini
N. Noceti
F. Odone

2013 IEEE International Conference …

Multi-class Image Classification-Sparsity does it Better.

2013

SR. Fanello
N. Noceti
G. Metta
F. Odone

VISAPP (1)

Knowledge Driven Variable Selection (KDVS)–a new approach to enrichment analysis of gene signatures obtained from high–throughput data

2013

G. Zycinski
A. Barla
M. Squillario
T. Sanavia

Source code for biology …

Magic materials: a theory of deep hierarchical architectures for learning sensory representations

2013

F. Anselmi
JZ. Leibo
L. Rosasco
J. Mutch
A. Tacchetti

CBCL paper

Does invariant recognition predict tuning of neurons in sensory cortex?

2013

T. Poggio
J. Mutch
F. Anselmi
A. Tacchetti
L. Rosasco

NA

Keep it simple and sparse: Real-time action recognition

2013

SR. Fanello
I. Gori
G. Metta
F. Odone

The Journal of Machine Learning …

On the sample complexity of subspace learning

2013

A. Rudi
GD. Canas
L. Rosasco

Advances in Neural Information …

Parameter space exploration within dynamic simulations of signaling networks

2013

C. De Ambrosi
A. Barla
L. Tortolina

Mathematical …

A compositional approach for 3D arm-hand action recognition

2013

I. Gori
SR. Fanello
F. Odone

2013 IEEE Workshop on …

What epipolar geometry can do for video-surveillance

2013

N. Noceti
L. Balduzzi
F. Odone

International Conference on Image …

Action-based multi-camera synchronization

2013

L. Zini
A. Cavallaro
F. Odone

IEEE Journal on Emerging and …

Dictionary learning improves subtyping of breast cancer aCGH data

2013

S. Masecchia
A. Barla
S. Salzo

2013 35th Annual …

On the duality between p-modulus and probability measures

2013

L. Ambrosio
S. Di Marino
G. Savaré

arXiv preprint arXiv:1311.1381

A dictionary learning based method for aCGH segmentation.

2013

S. Masecchia
S. Salzo
A. Barla
A. Verri

ESANN

Accelerated and inexact forward-backward algorithms

2013

S. Villa
S. Salzo
L. Baldassarre
A. Verri

SIAM Journal on Optimization

GURLS: a least squares library for supervised learning

2013

A. Tacchetti
PK. Mallapragada
M. Santoro

The Journal of Machine …

On finite alphabet compressive sensing

2013

AK. Das
S. Vishwanath

2013 IEEE International Conference …

Neural model with particle swarm optimization Kalman learning for forecasting in smart grids

2013

AY. Alanis
LJ. Ricalde
C. Simetti

Mathematical Problems in …

Keep It Simple And Sparse: Real-Time Action Recognition.

2013

SR. Fanello
I. Gori
G. Metta
F. Odone

Journal of Machine Learning …

icub world: Friendly robots help building good vision data-sets

2013

S. Fanello
C. Ciliberto
M. Santoro
L. Natale

Proceedings of the …

Quantization and greed are good: One bit phase retrieval, robustness and greedy refinements

2013

Y. Mroueh
L. Rosasco

arXiv preprint arXiv:1312.1830

One-shot learning for real-time action recognition

2013

SR. Fanello
I. Gori
G. Metta
F. Odone

Iberian Conference on Pattern …

On learnability, complexity and stability

2013

S. Villa
L. Rosasco
T. Poggio

Empirical Inference

On multiple frequency power density measurements

2013

GS. Alberti

Inverse Problems

Admissible vectors for mock metaplectic representations

2013

F. De Mari
E. De Vito

Applied and Computational Harmonic Analysis

Stability estimates for an inverse problem for the Schrödinger equation at negative energy in two dimensions

2013

M. Santacesaria

Applicable Analysis

A set of full-body movement features for emotion recognition to help children affected by autism spectrum condition

2013

S. Piana
A. Stagliano
A. Camurri

IDGEI International …

Admissible vectors for mock metaplectic representations

2013

F. De Mari
E. De Vito

Applied and Computational Harmonic Analysis

Monochromatic reconstruction algorithms for two-dimensional multi-channel inverse problems

2013

RG. Novikov
M. Santacesaria

… Mathematics Research Notices

An extension of Mercer theorem to matrix-valued measurable kernels

2013

E. De Vito
V. Umanità
S. Villa

Applied and Computational Harmonic …

Existence theorems for optimal fractional trading

2013

S. Maier-Paape

S

Unsupervised learning of invariant representations in hierarchical architectures

2013

F. Anselmi
JZ. Leibo
L. Rosasco
J. Mutch

arXiv preprint arXiv …

On the impact of learning hierarchical representations for visual recognition in robotics

2013

C. Ciliberto
SR. Fanello
M. Santoro

2013 IEEE/RSJ …

Comparison of clinical outcomes for patients with large choroidal melanoma after primary treatment with enucleation or proton beam radiotherapy

2012

C. Mosci
FB. Lanza
A. Barla
S. Mosci
J. Hérault

…

A vision-based navigation facility for planetary entry descent landing

2012

P. Lanza
N. Noceti
C. Maddaleno
A. Toma

… on Computer Vision

Novel automated system for magnetic resonance imaging quantification of the inflamed synovial membrane volume in patients with juvenile idiopathic arthritis

2012

C. Malattia
MB. Damasio
C. Basso

Arthritis care & …

Consistency of learning algorithms using Attouch–Wets convergence

2012

S. Villa
L. Rosasco
S. Mosci
A. Verri

Optimization

Gurls: a toolbox for regularized least squares learning

2012

A. Tacchetti
PS. Mallapragada
M. Santoro
L. Rosasco

NA

GURLS: a Toolbox for Regularized Least Squares Learning

2012

A. Tacchetti
PS. Mallapragada
M. Santoro
L. Rosasco

NA

Adaptive Optimization for Cross Validation.

2012

A. Rudi
G. Chiusano
A. Verri

ESANN

Multi-output learning via spectral filtering

2012

L. Baldassarre
L. Rosasco
A. Barla
A. Verri

Machine learning

Effect of size and heterogeneity of samples on biomarker discovery: synthetic and real data assessment

2012

B. Di Camillo
T. Sanavia
M. Martini
G. Jurman

PloS one

Global stability for the multi-channel Gelʼfand–Calderón inverse problem in two dimensions

2012

M. Santacesaria

Bulletin des Sciences Mathematiques

A wind speed neural model with particle swarm optimization kalman learning

2012

AY. Alanis
C. Simetti
LJ. Ricalde

World Automation …

The computational magic of the ventral stream: sketch of a theory (and why some deep architectures work).

2012

T. Poggio
J. Mutch
J. Leibo
L. Rosasco
A. Tacchetti

NA

All gestures you can: A memory game against a humanoid robot

2012

I. Gori
SR. Fanello
G. Metta

2012 12th IEEE-RAS …

Multiclass learning with simplex coding

2012

Y. Mroueh
T. Poggio
L. Rosasco

Advances in Neural …

Learning manifolds with k-means and k-flats

2012

G. Canas
T. Poggio
L. Rosasco

Advances in neural information …

Analysis of a Parkinson dataset: comparison between KDVS and the standard pipeline

2012

M. Squillario
G. Zycinsky
S. Masecchia
A. Verri

…

Learning probability measures with respect to optimal transport metrics

2012

G. Canas
L. Rosasco

Advances in Neural Information Processing …

Inferring oncogenetic tree-models from aCGH of metastatic neuroblastoma

2012

S. Masecchia
A. Barla
M. Squillario

European …

Learning common behaviors from large sets of unlabeled temporal series

2012

N. Noceti
F. Odone

Image and Vision Computing

Inexact and accelerated proximal point algorithms

2012

S. Salzo
S. Villa

Journal of Convex analysis

Convergence analysis of a proximal Gauss-Newton method

2012

S. Salzo
S. Villa

Computational Optimization and Applications

Face recognition using shearlets

2012

A. Danti
KM. Poornima

2012 IEEE 7th International …

Reproducing subgroups of Sp (2, R). Part II: admissible vectors

2012

GS. Alberti
F. De Mari
E. De Vito

arXiv preprint arXiv …

Combining retrieval and classification for real-time face recognition

2012

G. Fusco
N. Noceti
F. Odone

2012 IEEE Ninth International …

Evaluating sources of variability in pathway profiling

2012

A. Barla
S. Riccadonna
S. Masecchia

arXiv preprint arXiv …

Discriminant functional gene groups identification with machine learning and prior knowledge.

2012

G. Zycinski
M. Squillario
A. Barla
T. Sanavia
A. Verri

ESANN

Is there sparsity beyond additive models?

2012

S. Mosci
L. Rosasco
M. Santoro
A. Verri

IFAC Proceedings Volumes

Online learning, stability, and stochastic gradient descent

2011

T. Poggio
S. Voinea
L. Rosasco

arXiv preprint arXiv:1105.4701

Kernels for vector-valued functions: A review

2011

MA. Alvarez
L. Rosasco
ND. Lawrence

arXiv preprint arXiv:1106.6251

Gene Ontology based classification improves prediction and gene signature interpretability

2011

T. Sanavia
A. Crepaldi
A. Barla
B. Di Camillo

NA

Learning behavioral patterns of time series for video-surveillance

2011

N. Noceti
M. Santoro
F. Odone

Machine Learning for Vision-Based …

SVS: Data and knowledge integration in computational biology

2011

G. Zycinski
A. Barla
A. Verri

2011 Annual International …

A consistent algorithm to solve Lasso, elastic-net and Tikhonov regularization

2011

E. De Vito
V. Umanità
S. Villa

Journal of Complexity

Paddle: proximal algorithm for dual dictionaries learning

2011

C. Basso
M. Santoro
A. Verri
S. Villa

International Conference on Artificial …

Efficient pedestrian detection with group lasso

2011

L. Zini
F. Odone

2011 IEEE International Conference on …

Global uniqueness and reconstruction for the multi-channel Gelʼfand–Calderón inverse problem in two dimensions

2011

RG. Novikov
M. Santacesaria

Bulletin des Sciences Mathematiques

New global stability estimates for the Calder\'on problem in two dimensions

2011

M. Santacesaria

arXiv preprint arXiv:1110.0335

Multi-category and taxonomy learning: A regularization approach

2011

Y. Mroueh
T. Poggio
L. Rosasco

NIPS Workshop on …

Regularization Predicts While Discovering Taxonomy

2011

Y. Mroueh
T. Poggio
L. Rosasco

NA

Reproducing kernel Hilbert spaces in probability and statistics

2011

A. Berlinet
C. Thomas-Agnan

NA

Uncovering Candidate Biomarkers for Alzheimer's and Parkison's Diseases with Regularization Methods and Prior Knowledge

2011

M. Squillario
S. Masecchia
G. Zycinski

… Diseases-Proc AD/PD …

Some recent advances in multiscale geometric analysis of point clouds

2011

G. Chen
AV. Little
M. Maggioni
L. Rosasco

Wavelets and Multiscale …

Dynamic simulations of kidney exchanges

2011

M. Beccuti
V. Fragnelli
G. Franceschinis

… research proceedings 2010

DCE-MRI analysis using sparse adaptive representations

2011

G. Chiusano
A. Staglianò
C. Basso
A. Verri

International Workshop on …

GURLS: a toolbox for large scale multiclass learning

2011

A. Tacchetti
P. Mallapragada
M. Santoro

NIPS 2011 workshop on …

Using object affordances to improve object recognition

2011

C. Castellini
T. Tommasi
N. Noceti

IEEE Transactions …

A computational procedure for functional characterization of potential marker genes from molecular data: Alzheimer's as a case study

2011

M. Squillario
A. Barla

BMC medical genomics

Multiscale geometric methods for estimating intrinsic dimension

2011

AV. Little
M. Maggioni
L. Rosasco

Proc. SampTA

Paddle: proximal algorithm for dual dictionaries learning

2011

C. Basso
M. Santoro
A. Verri
S. Villa

International Conference on Artificial …

Spectral clustering with more than K eigenvectors

2011

N. Rebagliati
A. Verri

Neurocomputing

A machine learning pipeline for discriminant pathways identification

2011

A. Barla
G. Jurman
R. Visintainer
M. Squillario

International Meeting on …

Paddle: proximal algorithm for dual dictionaries learning

2011

C. Basso
M. Santoro
A. Verri
S. Villa

International Conference on Artificial …

Neurons that confuse mirror-symmetric object views

2010

J. Mutch
JZ. Leibo
S. Smale
L. Rosasco
T. Poggio

NA

A primal-dual algorithm for group sparse regularization with overlapping groups

2010

S. Mosci
S. Villa
A. Verri
L. Rosasco

Advances in Neural Information …

Elastic-net regularization: iterative algorithms and asymptotic behavior of solutions

2010

V. Umanita
S. Villa

Numerical functional analysis and optimization

Vector field learning via spectral filtering

2010

L. Baldassarre
L. Rosasco
A. Barla
A. Verri

Joint European Conference …

Generalization and properties of the neural response

2010

J. Bouvrie
T. Poggio
L. Rosasco
S. Smale
A. Wibisono

NA

A randomized algorithm for spectral clustering.

2010

N. Rebagliati
A. Verri

ESANN

A fast algorithm for structured gene selection

2010

S. Mosci
S. Villa
A. Verri
L. Rosasco

Machine Learning in …

A biology-driven approach identifies the hypoxia gene signature as a predictor of the outcome of neuroblastoma patients

2010

P. Fardin
A. Barla
S. Mosci

Molecular …

Learning to grasp objects with multiple contact points

2010

QV. Le
D. Kamm
AF. Kara
AY. Ng

2010 IEEE International …

A regularization approach to nonlinear variable selection

2010

L. Rosasco
M. Santoro
S. Mosci
A. Verri

Proceedings of the …

Relative pose estimation for planetary entry descent landing

2010

L. Zini
F. Odone
A. Verri
P. Lanza
A. Marcer

Asian Conference on …

Learning and invariance in a family of hierarchical kernels

2010

A. Wibisono
J. Bouvrie
L. Rosasco
T. Poggio

NA

Spectral Regularization for Support Estimation.

2010

E. De Vito
L. Rosasco
A. Toigo

NIPS

Gel'fand-Calder\'on's inverse problem for anisotropic conductivities on bordered surfaces in

2010

G. Henkin
M. Santacesaria

arXiv preprint arXiv:1006.0647

LOW-GRADE GLIOMAS: IDENTIFICATION OF SPECIFIC GENE EXPRESSION PROFILES

2010

S. Mascelli
A. Raso
P. Nozza

…

Dynamic contrast-enhanced magnetic resonance imaging in the assessment of disease activity in patients with juvenile idiopathic arthritis

2010

C. Malattia
MB. Damasio
C. Basso
A. Verri

…

Solving structured sparsity regularization with proximal methods

2010

S. Mosci
L. Rosasco
M. Santoro
A. Verri

Joint European conference …

Learning generic invariances in object recognition: translation and scale

2010

JZ. Leibo
J. Mutch
L. Rosasco
S. Ullman
T. Poggio

NA

On learning with integral operators.

2010

L. Rosasco
M. Belkin
E. De Vito

Journal of Machine Learning Research

On an inverse problem for anisotropic conductivity in the plane

2010

G. Henkin
M. Santacesaria

Inverse Problems

Vector valued reproducing kernel Hilbert spaces and universality

2010

C. Carmeli
E. De Vito
A. Toigo

Analysis and Applications

Adaptive kernel methods using the balancing principle

2010

E. De Vito
S. Pereverzyev
L. Rosasco

Foundations of Computational …

Rigidity of Carnot groups relative to multicontact structures

2010

F. De Mari
A. Ottazzi

Proceedings of the American Mathematical Society

Dimensional upper bounds for admissible subgroups for the metaplectic representation

2010

E. Cordero
F. De Mari
K. Nowak

Mathematische …

A regularization framework for active learning from imbalanced data

2010

HS. Paskov

NA

Learning to classify visual dynamic cues

2010

N. Noceti

NA

Identification of Multiple Hypoxia Signatures in Neuroblastoma Cell Lines by-Regularization and Data Reduction

2010

P. Fardin
A. Cornero
A. Barla
S. Mosci

Journal of Biomedicine …

Mathematics of the neural response

2010

S. Smale
L. Rosasco
J. Bouvrie
A. Caponnetto

Foundations of …

A global stability estimate for the Gel'fand-Calderón inverse problem in two dimensions

2010

R. Novikov
M. Santacesaria

arXiv preprint arXiv:1008.4888

Spectral regularization for support estimation

2010

ED. Vito
L. Rosasco
A. Toigo

Advances in neural information …

Prognostic significance of the genetic signature of hipoxia in the stratification of neuroblastoma patients

2010

P. Fardin
A. Cornero
A. Barla

…

Spectral regularization for support estimation

2010

ED. Vito
L. Rosasco
A. Toigo

Advances in neural information …

Low-cost face biometry for visually impaired users

2010

L. Balduzzi
G. Fusco
F. Odone
S. Dini

… IEEE Workshop on …

Towards a theoretical framework for learning multi-modal patterns for embodied agents

2009

N. Noceti
B. Caputo
C. Castellini
L. Baldassarre

… Conference on Image …

13LBA S100A4 transcripts in blood of colon, rectal, and gastric cancer patients: development of a new blood-based assay for improved diagnosis and …

2009

U. Stein
S. Burock
P. Herrmann
I. Wendler

EJC Supplements

The l 1-l 2 regularization framework unmasks the hypoxia signature hidden in the transcriptome of a set of heterogeneous neuroblastoma cell lines

2009

P. Fardin
A. Barla
S. Mosci

BMC …

Iterative projection methods for structured sparsity regularization

2009

L. Rosasco
A. Verri
M. Santoro
S. Mosci
S. Villa

NA

Quantum homodyne tomography as an informationally complete positive-operator-valued measure

2009

P. Albini
E. De Vito
A. Toigo

Journal of Physics A: Mathematical …

On invariance in hierarchical models

2009

J. Bouvrie
L. Rosasco
T. Poggio

Advances in Neural Information …

Clinical evaluation of a (1, 3)-β-d-glucan assay for presumptive diagnosis of Pneumocystis jiroveci pneumonia in immunocompromised patients

2009

V. Del Bono
A. Mularoni
E. Furfaro

Clinical and Vaccine …

Clinical evaluation of a (1, 3)-β-d-glucan assay for presumptive diagnosis of Pneumocystis jiroveci pneumonia in immunocompromised patients

2009

V. Del Bono
A. Mularoni
E. Furfaro

Clinical and Vaccine …

Elastic-net regularization in learning theory

2009

C. De Mol
E. De Vito
L. Rosasco

Journal of Complexity

Incentive compatibility in kidney exchange problems

2009

S. Villa
F. Patrone

Health care management science

Proton beam radiotherapy of uveal melanoma: Italian patients treated in Nice, France

2009

C. Mosci
S. Mosci
A. Barla
S. Squarcia

European journal of …

The l1-l2 regularization framework unmasks the hypoxia signature hidden in the transcriptome of a set of heterogeneous neuroblastoma cell lines

2009

P. Fardin
A. Barla
S. Mosci
L. Rosasco
A. Verri

BMC genomics

Deployment of a regularized feature selection framework on an overlay desktop grid

2009

A. Barla
M. Ferrante

2009 International Workshop on High …

A classification architecture based on connected components for text detection in unconstrained environments

2009

L. Zini
A. Destrero
F. Odone

2009 Sixth IEEE International …

Spatio-temporal constraints for on-line 3D object recognition in videos

2009

N. Noceti
E. Delponte
F. Odone

Computer vision and image …

A regularized method for selecting nested groups of relevant genes from microarray data

2009

C. De Mol
S. Mosci
M. Traskine

Journal of Computational …

Sufficient conditions for uniform stability of regularization algorithms

2009

A. Wibisono
L. Rosasco
T. Poggio

… Technical Report, MIT-CSAIL-TR-2009 …

Segmentation of inflamed synovia in multi-modal 3D MRI

2009

C. Basso
M. Santoro
A. Verri

2009 IEEE International …

Combined motion and appearance models for robust object tracking in real-time

2009

N. Noceti
A. Destrero
A. Lovato

2009 Sixth IEEE …

A regularized framework for feature selection in face detection and authentication

2009

A. Destrero
C. De Mol
F. Odone
A. Verri

International journal of computer …

A new algorithm to learn an optimal kernel based on Fenchel duality

2008

S. Mosci
M. Santoro
A. Verri
S. Villa

NIPS 2008 workshop …

Unsupervised learning of behavioural patterns for video-surveillance

2008

N. Noceti
M. Santoro
F. Odone

NA

Algebraic stability indicators for ranked lists in molecular profiling

2008

G. Jurman
S. Merler
A. Barla
S. Paoli
A. Galea

…

3-SHIRT: Three-Dimensional Shape Indexing and Retrieval Techniques.

2008

U. Castellani
GM. Cortelazzo
M. Cristani

Eurographics Italian …

Machine learning methods for predictive proteomics

2008

A. Barla
G. Jurman
S. Riccadonna

Briefings in …

Generic well posedness in linear programming

2008

R. Lucchetti
P. Radrizzani
S. Villa

NA

String-based spectral clustering for understanding human behaviours

2008

N. Noceti
M. Santoro
F. Odone
VD. Disi

Workshop on Tracking …

A sparsity-enforcing method for learning face features

2008

A. Destrero
C. De Mol
F. Odone

IEEE Transactions on …

Fitting 3D morphable models using implicit representations

2008

C. Basso
A. Verri

JVRB-Journal of Virtual Reality and Broadcasting

Spectral algorithms for supervised learning

2008

LL. Gerfo
L. Rosasco
F. Odone
ED. Vito
A. Verri

Neural Computation

Generic well posedness in Linear Programming

2008

R. Lucchetti
P. Radrizzani
S. Villa

NA

Finding structured gene signatures

2008

S. Mosci
A. Barla
A. Verri

2008 IEEE International …

A note on perturbation results for learning empirical operators

2008

L. Rosasco
M. Belkin
ED. Vito

NA

Simple algorithms to solve sparsity based regularization via fenchel duality

2008

S. Mosci
M. Santoro
A. Verri

OPT 2008 …

A prototype system for unconstrained face verification based on statistical learning

2008

A. Destrero
A. Lovato
F. Odone

NA

1 A Statistical Learning approach to Liver Iron Overload Estimation

2008

L. Baldassarre
B. Gianesin
A. Barla
M. Marinelli

NA

Adaptive learning via the balancing principle

2008

E. De Vito
S. Pereverzev
L. Rosasco

NA

A method for robust variable selection with significance assessment.

2008

A. Barla
S. Mosci
L. Rosasco
A. Verri

ESANN

Vector valued regression for iron overload estimation

2008

L. Baldassarre
A. Barla
B. Gianesin

… Conference on Pattern …

Optimal rates for the regularized least-squares algorithm

2007

A. Caponnetto
E. De Vito

Foundations of Computational Mathematics

A grid environment for high-throughput proteomics

2007

M. Cannataro
A. Barla
R. Flor
G. Jurman

IEEE Transactions …

Image Classification and Retrieval with Kernel Methods

2007

F. Odone
A. Verri

Kernel Methods in Bioengineering, Signal and …

On early stopping in gradient descent learning

2007

Y. Yao
L. Rosasco
A. Caponnetto

Constructive Approximation

Dimensionality reduction and generalization

2007

S. Mosci
L. Rosasco
A. Verri

… of the 24th international conference on …

Spatio-temporal constraints for matching view-based descriptions of 3D objects

2007

E. Delponte
N. Noceti
F. Odone

… Workshop on Image …

On regularization algorithms in learning theory

2007

F. Bauer
S. Pereverzev
L. Rosasco

Journal of complexity

A regularized approach to feature selection for face detection

2007

A. Destrero
C. De Mol
F. Odone
A. Verri

Asian Conference on Computer …

The Heisenberg group, SL (3, R), and rigidity

2007

M. Eastwood
R. McCallum

… Analysis, Group …

On the regularization of sliding modes

2007

L. Levaggi
S. Villa

SIAM Journal on Optimization

A system for face detection and tracking in unconstrained environments

2007

A. Destrero
F. Odone
A. Verri

2007 IEEE Conference on …

Biometrics from brain electrical activity: A machine learning approach

2007

R. Palaniappan
DP. Mandic

… on pattern analysis and machine …

A trainable system for face detection in unconstrained environments

2007

A. Destrero
F. Odone
A. Verri

14th International Conference on …

The importance of continuous views for real-time 3d object recognition

2007

E. Delponte
N. Noceti
F. Odone

ICCV07 Workshop on 3D …

On early stopping in gradient descent learning

2007

Y. Yao
L. Rosasco
A. Caponnetto

Constructive Approximation

Appearance-based 3D object recognition with time-invariant features

2007

E. Delponte
N. Noceti
F. Odone

… conference on image …

Shape categorization using string kernels

2006

MR. Daliri
E. Delponte
A. Verri
V. Torre

Joint IAPR International …

Analysis on a local approach to 3d object recognition

2006

E. Delponte
E. Arnaud
F. Odone
A. Verri

Joint Pattern Recognition …

Approximability of Sliding Modes and Regularization

2006

L. Levaggi
S. Villa

… on Variable Structure Systems, 2006. VSS' …

Trains of keypoints for 3d object recognition

2006

E. Arnaud
E. Delponte
F. Odone
A. Verri

NA

Preliminary analysis of indoor pollution from nitrogen dioxide in an area of Northern Italy

2006

M. Ponzio
S. Villani
F. Frigerio
A. Verri

Epidemiologia e …

A viewpoint invariant approach for crowd counting

2006

D. Kong
D. Gray
H. Tao

18th International Conference on …

Reproducing groups for the metaplectic representation

2006

E. Cordero
F. De Mari
K. Nowak
A. Tabacco

Pseudo-differential operators …

Vector valued reproducing kernel Hilbert spaces of integrable functions and Mercer theorem

2006

C. Carmeli
E. De Vito
A. Toigo

Analysis and Applications

Manifold regularization: A geometric framework for learning from labeled and unlabeled examples

2006

M. Belkin
P. Niyogi
V. Sindhwani

Journal of machine learning research

Analytic features of reproducing groups for the metaplectic representation

2006

E. Cordero
F. De Mari
K. Nowak
A. Tabacco

Journal of Fourier Analysis …

Discretization error analysis for Tikhonov regularization

2006

E. De Vito
L. Rosasco
A. Caponnetto

Analysis and Applications

Regularization Approaches in Learning Theory

2006

L. Rosasco

NA

SVD-matching using SIFT features

2006

E. Delponte
F. Isgrò
F. Odone
A. Verri

Graphical models

An approach to human motion analysis and modelling

2006

D. Mavrikios
V. Karabatsou
K. Alexopoulos

International Journal of …

Experiments on a license plate recognition system

2006

F. Odone

DISI, Universita degli Studi di Genova, Italy, Tech. rep …

Proteome profiling without selection bias

2006

A. Barla
B. Irler
S. Merler
G. Jurman

… IEEE Symposium on …

State transfer instead of teleportation in measurement-based quantum computation

2005

S. Perdrix

International Journal of Quantum Information

Support vector algorithms as regularization networks.

2005

A. Caponnetto
L. Rosasco
F. Odone
A. Verri

ESANN

Large baseline matching of scale invariant features

2005

E. Delponte
F. Isgrò
F. Odone
A. Verri

International Conference on Image …

Statistical learning approaches with application to face detection

2005

E. Franceschi
F. Odone
A. Verri

Advanced Studies in Biometrics

A classical tool rivisited: Object detection by statistical testing

2005

E. Franceschi
F. Odone
F. Smeraldi

Proceedings of the …

A novel kernel method for clustering

2005

F. Camastra
A. Verri

IEEE transactions on pattern analysis and …

A Classical Tool Revisited: Object Detection by Statistical Testing

2005

E. Franceschi
F. Odone
F. Smeraldi

Proceedings of the …

Contact and Conformal Maps in

2005

M. Cowling
F. De Mari
A. Korányi
HM. Reimann

Geometriae Dedicata

On Early Stopping In Gradient Descent Boosting

2005

Y. Yao
L. Rosasco
A. Caponnetto

NA

Spectral methods for regularization in learning theory

2005

L. Rosasco
E. De Vito
A. Verri

DISI, Universita degli Studi di Genova …

Model selection for regularized least-squares algorithm in learning theory

2005

E. De Vito
A. Caponnetto
L. Rosasco

Foundations of Computational …

Learning from Examples as an Inverse Problem.

2005

E. De Vito
L. Rosasco
A. Caponnetto

Journal of Machine …

Feature selection with nonparametric statistics

2005

E. Franceschi
F. Odone
F. Smeraldi

… Conference on Image …

Learning from examples as an inverse problem

2005

ED. Vito
L. Rosasco
A. Caponnetto

Journal of Machine …

Empirical effective dimension and optimal rates for regularized least squares algorithm

2005

A. Caponnetto
L. Rosasco
E. De Vito
A. Verri

NA

Risk bounds for regularized least-squares algorithm with operatorvalued kernels

2005

A. Caponnetto
E. De Vito

NA

Building kernels from binary strings for image matching

2005

F. Odone
A. Barla
A. Verri

IEEE Transactions on Image …

An open system for 3D data acquisition from multiple sensor

2005

F. Isgro
F. Odone
A. Verri

Seventh International Workshop on …

Image processing and analysis: variational, PDE, wavelet, and stochastic methods

2005

TF. Chan
J. Shen

NA

Learning, regularization and ill-posed inverse problems

2004

L. Rosasco
A. Caponnetto
E. Vito

Advances in …

Finding objects with hypothesis testing

2004

E. Franceschi
F. Odone
F. Smeraldi

… of International Workshop …

Well-posedness of nonconvex integral functionals

2004

S. Villa

SIAM journal on control and optimization

Are loss functions all the same?

2004

L. Rosasco
ED. Vito
A. Caponnetto
M. Piana

Neural Computation

The Theory of Symmetry Actions in Quantum Mechanics: with an application to the Galilei group

2004

G. Cassinelli
E. Vito
A. Levrero
PJ. Lahti

NA

Positive operator valued measures covariant with respect to an Abelian group

2004

G. Cassinelli
E. De Vito
A. Toigo

Journal of Mathematical Physics

A complete characterization of phase space measurements

2004

C. Carmeli
G. Cassinelli
E. DeVito
A. Toigo

arXiv preprint quant-ph …

Some properties of regularized kernel methods

2004

ED. Vito
L. Rosasco
A. Caponnetto
M. Piana

Journal of Machine …

Pattern Recognition with Support Vector Machines: First International Workshop, SVM 2002, Niagara Falls, Canada, August 10, 2002. Proceedings

2003

SW. Lee
A. Verri

NA

Feature selection for high-dimensional data: A fast correlation-based filter solution

2003

L. Yu
H. Liu

Proceedings of the 20th international conference on …

A multimedia, multichannel, and personalized news provider

2003

M. Delato
A. Martelli
M. Martelli
V. Mascardi

… Workshop on Multimedia …

Positive operator valued measures covariant with respect to an irreducible representation

2003

G. Cassinelli
E. De Vito
A. Toigo

Journal of mathematical physics

Old fashioned state-of-the-art image classification

2003

A. Barla
F. Odone
A. Verri

12th International Conference on …

AW-convergence and well-posedness of non convex functions

2003

S. Villa

Journal of Convex Analysis

Square-integrability modulo a subgroup

2003

G. Cassinelli
E. De Vito

Transactions of the American Mathematical …

Histogram intersection kernel for image classification

2003

A. Barla
F. Odone
A. Verri

Proceedings 2003 international …

Layered representation of a video shot with mosaicing

2002

E. Trucco
F. Odone
A. Fusiello

Pattern Analysis & Applications

Proceedings of the First International Workshop on Pattern Recognition with Support Vector Machines

2002

SW. Lee
A. Verri

NA

Structural, syntactic, and statistical pattern recognition

2002

T. Caelli
A. Amin
RP.W Duin
M. Kamel
D. de Ridder

NA

Regularization and statistical learning theory for data analysis

2002

T. Evgeniou
T. Poggio
M. Pontil
A. Verri

Computational Statistics & Data …

Hausdorff kernel for 3D object acquisition and detection

2002

A. Barla
F. Odone
A. Verri

European Conference on Computer Vision

Localization type Berezin-Toeplitz

2002

F. De Mari
K. Nowak

The Journal of Geometric Analysis

Image kernels

2002

A. Barla
E. Franceschi
F. Odone
A. Verri

International Workshop on …

Contact and conformal maps on Iwasawa N groups

2002

M. Cowling
F. De Mari
A. Korányi

Atti della Accademia …

Uniform eigenvalue estimates for time-frequency localization operators

2002

F. De Mari
HG. Feichtinger

Journal of the London …

Learning and vision machines

2002

B. Heisele
A. Verri
T. Poggio

Proceedings of the IEEE

On benchmarking optical flow

2001

B. McCane
K. Novins
D. Crannitch
B. Galvin

Computer Vision and Image …

SU (1, 1) tomography

2001

GM. D'Ariano
E. De Vito
L. Maccone

Physical Review A

On discrete frames associated with semidirect products

2001

P. Aniello
G. Cassinelli
E. De Vito
A. Levrero

Journal of Fourier Analysis …

Rigidity of H–type groups

2001

HM. Reimann

Mathematische Zeitschrift

Surface reconstruction using adaptive clustering methods

2001

B. Heckel
AE. Uva
B. Hamann
KI. Joy

Geometric Modelling

Analysis of the affine transformations of the time-frequency plane

2001

F. De Mari
K. Nowak

Bulletin of the Australian Mathematical Society

A trainable system for grading fish from images

2001

F. Odone
E. Trucco
A. Verri

Applied Artificial Intelligence

General purpose matching of grey level arbitrary images

2001

F. Odone
E. Trucco
A. Verri

International Workshop on Visual Form

A flexible algorithm for image matching

2001

F. Odone
E. Trucco
A. Verri

Proceedings 11th International …

Robust motion segmentation for content-based video coding

2000

F. Odone
A. Fusiello
E. Trucco

the 6th Conference on Content …

Square-integrable imprimitivity systems

2000

G. Cassinelli
E. De Vito
A. Levrero

Journal of Mathematical …

Dynamic video mosaicing and augmented reality for subsea inspection and monitoring

2000

E. Trucco
A. Doull
F. Odone
A. Fusiello

Oceanology …

Phase space observables and isotypic spaces

2000

G. Cassinelli
E. De Vito
P. Lahti

Journal of Mathematical …

Dynamic video mosaics and augmented reality for subsea inspection and monitoring

2000

E. Trucco
A. Doull
F. Odone
A. Fusiello

in Proceedings of the …

A theorem of Ludwig revisited

2000

G. Cassinelli
E. De Vito
P. Lahti
A. Levrero

Foundations of Physics

Distortions of memory.

2000

HL. Roediger
KB. McDermott

NA

A compact algorithm for rectification of stereo pairs

2000

A. Fusiello
E. Trucco
A. Verri

Machine vision and applications

Group theoretical quantum tomography

2000

G. Cassinelli
GM. D'ariano
E. De Vito

Journal of Mathematical …

Fish grading using machine vision and statistical learning

2000

E. Trucco
G. Ouzounis
F. Odone

Proceedings of …

Learning to recognize visual dynamic events from examples

2000

M. Pittore
M. Campani
A. Verri

International Journal of Computer Vision

Support vector machine classification of microarray data

1999

S. Mukherjee
P. Tamayo
D. Slonim
A. Verri
T. Golub

NA

Support vector machines vs multi-layer perceptrons in particle identification.

1999

N. Barabino
M. Pallavicini
A. Petrolini
M. Pontil
A. Verri

ESANN

Finding the epipole from uncalibrated optical flow

1999

A. Verri
E. Trucco

Image and vision computing

Toda flows and real Hessenberg manifolds

1999

F. De Mari
M. Pedroni

The Journal of Geometric Analysis

Context problems in realistic mathematics education: A calculus course as an example

1999

K. Gravemeijer
M. Doorman

Educational studies in mathematics

Representing and recognizing visual dynamic events with support vector machines

1999

M. Pittore
C. Basso
A. Verri

Proceedings 10th International …

Frames from imprimitivity systems

1999

P. Aniello
G. Cassinelli
E. De Vito

Journal of Mathematical …

A note on support vector machine degeneracy

1999

R. Rifkin
M. Pontil
A. Verri

International Conference on Algorithmic …

Recognizing 3-d objects with linear support vector machines

1998

M. Pontil
S. Rogai
A. Verri

European Conference on Computer Vision

Properties of support vector machines

1998

M. Pontil
A. Verri

Neural Computation

Square-integrability of induced representations of semidirect products

1998

P. Aniello
G. Cassinelli
E. de Vito

Reviews in Mathematical …

Support vector machines for 3D object recognition

1998

M. Pontil
A. Verri

IEEE transactions on pattern analysis and …

Symmetries of the quantum state space and group representations

1998

G. Cassinelli
E. de Vito
P. Lahti

Reviews in Mathematical …

Introductory techniques for 3-D computer vision

1998

E. Trucco
A. Verri

NA

The nearest-neighbor technique for particle identification

1998

M. Pallavicini
C. Patrignani
M. Pontil
A. Verri

Nuclear Instruments and …

Wavelet transforms and discrete frames associated to semidirect products

1998

P. Aniello
G. Cassinelli
E. De Vito

Journal of Mathematical …

Integrability of the quantum adiabatic evolution and geometric phases

1997

G. Cassinelli
E. De Vito
A. Levrero

Journal of Mathematical …

On the decompositions of a quantum state

1997

G. Cassinelli
E. De Vito
A. Levrero

Journal of Mathematical Analysis and …

Rectification with unconstrained stereo geometry.

1997

A. Fusiello
E. Trucco
A. Verri

BMVC

Computing size functions from edge maps

1997

C. Uras
A. Verri

International Journal of Computer Vision

Direct aspect-based 3-d object recognition

1997

M. Pontil
A. Verri

International Conference on Image Analysis and …

Symmetry groups in quantum mechanics and the theorem of Wigner on the symmetry transformations

1997

G. Cassinelli
E. de Vito
PJ. Lahti

Reviews in Mathematical …

There is more to vision than geometry—reply to Pizlo, Rosenfeld, and Weiss

1997

A. Verri

Computer Vision and Image Understanding

Metric-topological approach to shape representation and recognition

1996

A. Verri
C. Uras

Image and vision computing

The Weyl group as fixed point set of smooth involutions

1996

F. De Mari

Journal of Lie Theory

Aspect-based object recognition with size functions

1996

A. Verri
C. Uras

… of 13th International Conference on Pattern …

Sign Language Recognition: an Application of the Theory of Size Functions.

1995

C. Uras
A. Verri

BMVC

Analysis of second order differential operators with complex coefficients on the Heisenberg group.

1995

MM. Peloso
F. De Mari
F. Ricci

Journal für die reine und …

Analysis of second order differential operators with complex coefficients on the Heisenberg group

1995

F. Mari
MM. Peloso
F. Ricci

Journal fur die Reine und Angewandte …

The spaces of improper rational matrices and ARMA-systems of fixed McMillan degree

1995

F. De Mari
H. Glüsing-Lüerßen

Journal of Mathematical Systems …

On the recognition of the alphabet of the sign language through size functions

1994

C. Uras
A. Verri

Proceedings of the 12th IAPR International …

Studying shape through size functions

1994

C. Uras
A. Verri

Shape in Picture

Geometric phase and sequential measurements in quantum mechanics

1994

G. Cassinelli
E. De Vito
P. Lahti
A. Levrero

Physical Review A

Pancharatnam's Phase for polarized light

1994

E. De Vito
A. Levrero

Journal of Modern Optics

Properties of the range of a state operator

1994

G. Cassinelli
E. De Vito
PJ. Lahti

Reports on Mathematical Physics

Invariant size functions

1993

A. Verri
C. Uras

Joint European-US Workshop on Applications of …

Vehicle guidance from one dimensional optical flow

1993

E. De Micheli
A. Verri

Proceedings of the Intelligent Vehicles' 93 …

On the use of size functions for shape analysis

1993

A. Verri
C. Uras
P. Frosini
M. Ferri

Biological cybernetics

First-order analysis of optical flow in monkey brain

1992

GA. Orban
L. Lagae
A. Verri
S. Raiguel

Proceedings of the …

Identifying multiple motions from optical flow

1992

A. Rognone
M. Campani
A. Verri

European Conference on Computer …

Motion analysis from first-order properties of optical flow

1992

M. Campani
A. Verri

CVGIP: Image Understanding

Hessenberg varieties

1992

F. De Mari
C. Procesi
MA. Shayman

Transactions of the American …

Computational aspects of motion perception in natural and artificial vision systems

1992

A. Verri
M. Straforini
V. Torre

… Transactions of the …

Green theorems and qualitative properties of the optical flow

1991

T. Poggio
A. Verri
V. Torre

NA

Computing optical flow from an overconstrained system of linear algebraic equations

1990

M. Campani
A. Verri

Proceedings Third International Conference on …

Topological aspects of robust control

1990

F. De Mari
R. Ober

Control of uncertain systems

Limit cycles of the two-dimensional motion field

1990

A. Verri
F. Aicardi

Biological cybernetics

Differential techniques for optical flow

1990

A. Verri
F. Girosi
V. Torre

JOSA A

Mathematical properties of the two-dimensional motion field: from singular points to motion parameters

1989

A. Verri
F. Girosi
V. Torre

JOSA A

Motion field and optical flow: Qualitative properties

1989

A. Verri
T. Poggio

IEEE Transactions on pattern analysis and …

Constraints for the computation of optical flow

1989

F. Girosi
A. Verri
V. Torre

Proceedings Workshop on Visual Motion

Motion Segmentation from Optical Flow.

1989

A. Verri
S. Uras
E. De Micheli

Alvey Vision Conference

Navigation by tracking vanishing points

1989

P. Bellutta
G. Collini
A. Verri
V. Torre

NA

Motion field and optical flow: Qualitative properties

1989

A. Verri
T. Poggio

IEEE Transactions on pattern analysis and …

3D visual information from vanishing points

1989

P. Bellutta
G. Collini
A. Verri
V. Torre

Proceedings. Workshop on …

Hessenberg Varieties and Generalized Eulerian Numbers for Semisimple Lie Groups: The Classical Cases.

1988

F. Mari
MA. Shayman

NA

Analysis of differential and matching methods for optical flow

1988

JJ. Little
A. Verri

NA

Some perspective projection invariants

1988

A. Verri
A. Yuille

JOSA A

A computational approach to motion perception

1988

S. Uras
F. Girosi
A. Verri
V. Torre

Biological Cybernetics

Generalized Eulerian numbers and the topology of the Hessenberg variety of a matrix

1988

F. De Mari
MA. Shayman

Acta Applicandae Mathematica

Regularization theory and shape constraints

1986

A. Verri
T. Poggio

NA

Absolute depth estimate in stereopsis

1986

A. Verri
V. Torre

JOSA A

Canonical subgroups of formal groups

1979

J. Lubin

Transactions of the American Mathematical Society

Nonrelativistic particles and wave equations

1967

JM. Lévy-Leblond

Communications in Mathematical Physics

Invariant metrics in groups (solution of a problem of Banach)

1952

VL. Klee

Proceedings of the American Mathematical Society

Trasporto ottimo e problemi di evoluzione per sistemi di particelle

1862

S. Di Marino
LA.PM Pratelli

NA

Vmgdb–the contact visuo motor grasping database

NA

N. Noceti
C. Castellini
B. Caputo
F. Odone

NA

Infinitesimal Hilbertianity of locally CAT (κ)-spaces. Submitted

NA

S. Di Marino
N. Gigli
E. Pasqualetto
E. Soultanis

NA

Sobolev spaces in metric measure spaces: reflexivity and lower semicontinuity of slope. Accepted at Adv. St

NA

L. Ambrosio
M. Colombo
S. Di Marino

NA

Towards and unsupervised framework for behavior analysis

NA

N. Noceti
F. Odone

NA

Teaching robots to learn new objects in constant time

NA

R. Camoriano
G. Pasquale
C. Ciliberto
L. Natale

NA

SPECIFIC GENE EXPRESSION SIGNATURES OF LOW-GRADE GLIOMAS (LGG): LGG. 19.

NA

S. Mascelli
A. Raso
P. Nozza
S. Pignatelli
R. Biassoni

NA

Generalization properties of doubly online learning algorithms

NA

J. Lin
L. Rosasco

NA

Reproducing formulas and commutative operator algebras related to affine transformations of the time-frequency plane

NA

F. De Mari
K. Nowak

NA

Design of assistive tools for the market

NA

M. Chessa
N. Noceti
C. Martini
F. Solari
F. Odone

NA

A molecular based subtyping in juvenile idiopathic arthritis (JIA)