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MLSP 2012: Santander, Spain
- IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2012, Santander, Spain, September 23-26, 2012. IEEE 2012, ISBN 978-1-4673-1024-6

- Ignacio Santamaría

, Jerónimo Arenas-García
, Gustavo Camps-Valls
, Deniz Erdogmus, Fernando Pérez-Cruz
:
Preface. 1 - Pierre-Olivier Amblard, Rémy Vincent, Olivier J. J. Michel, Cédric Richard:

Kernelizing Geweke's measures of granger causality. 1-6 - Zhuo Zhang, Paul Cuff, Sanjeev R. Kulkarni:

Iterative collaborative filtering for recommender systems with sparse data. 1-6 - Janne Mathias Hahne, Hubertus Rehbaum, Felix Bießmann, Frank C. Meinecke, Klaus-Robert Müller

, Ning Jiang
, Dario Farina, Lucas C. Parra:
Simultaneous and proportional control of 2D wrist movements with myoelectric signals. 1-6 - Ke Sun, Eric Bruno, Stéphane Marchand-Maillet:

Stochastic unfolding. 1-6 - Marco Loog:

Nearest neighbor-based importance weighting. 1-6 - Luis Gómez-Chova

, Gustavo Camps-Valls
:
Learning with the kernel signal to noise ratio. 1-6 - Luis Salamanca, Juan José Murillo-Fuentes

, Pablo M. Olmos, Fernando Pérez-Cruz
:
Tree-structured expectation propagation for LDPC decoding over the AWGN channel. 1-6 - Tea Marasovic, Vladan Papic

:
Accelerometer based gesture recognition system using distance metric learning for nearest neighbour classification. 1-6 - Emma Izquierdo-Verdiguier

, Jerónimo Arenas-García
, Sergio Muñoz-Romero
, Luis Gómez-Chova
, Gustavo Camps-Valls
:
Semisupervised kernel orthonormalized partial least squares. 1-6 - Konstantin Markov, Tomoko Matsui

:
Nonnegative matrix factorization based self-taught learning with application to music genre classification. 1-5 - Laurens van der Maaten, Kilian Q. Weinberger:

Stochastic triplet embedding. 1-6 - Sandra Monzón, Tom Trigano

, David Luengo, Antonio Artés-Rodríguez
:
Sparse spectral analysis of atrial fibrillation electrograms. 1-6 - Panagiotis Sidiropoulos

, Vasileios Mezaris, Ioannis Kompatsiaris:
Differential edit distance as a countermeasure to video scene ambiguity. 1-6 - Yoshikazu Washizawa, Seiji Hotta:

Mahalanobis distance on Grassmann manifold and its application to brain signal processing. 1-6 - Tommy S. Alstrøm

, Bjørn Sand Jensen, Mikkel N. Schmidt
, Natalie V. Kostesha, Jan Larsen
:
Haussdorff and hellinger for colorimetric sensor array classification. 1-6 - Florian Maire, Sidonie Lefebvre

, Randal Douc
, Eric Moulines:
An online learning algorithm for mixture models of deformable templates. 1-6 - Brian King, Cédric Févotte, Paris Smaragdis:

Optimal cost function and magnitude power for NMF-based speech separation and music interpolation. 1-6 - Ciprian Doru Giurcaneanu

, Panu Luosto, Petri Kontkanen:
On the performance of histogram-based entropy estimators. 1-6 - Yinan Yu, Tomas McKelvey

:
A subspace learning algorithm for microwave scattering signal classification with application to wood quality assessment. 1-6 - Magne Hallstein Johnsen, Alfonso M. Canterla:

Joint feature and model training for minimum detection errors applied to speech subword detection. 1-6 - Bekir Dizdaroglu, Esra Ataer Cansizoglu, Jayashree Kalpathy-Cramer

, Katie Keck, Michael F. Chiang
, Deniz Erdogmus:
Level sets for retinal vasculature segmentation using seeds from ridges and edges from phase maps. 1-6 - Pierre Chainais

:
Towards dictionary learning from images with non Gaussian noise. 1-6 - Shang Shang, Sanjeev R. Kulkarni, Paul W. Cuff, Pan Hui:

A randomwalk based model incorporating social information for recommendations. 1-6 - Mamadou Mboup:

Neural spike detection and localisation via Volterra filtering. 1-5 - Seniha Esen Yüksel, Jeremy Bolton, Paul D. Gader:

Landmine detection with Multiple Instance Hidden Markov Models. 1-6 - André Lourenço

, Hugo Silva
, Ana L. N. Fred
:
ECG-based biometrics: A real time classification approach. 1-6 - Georgios Arvanitidis

, Anastasios Tefas
:
Exploiting graph embedding in support vector machines. 1-6 - Martin D. Dimitrievski, Zoran A. Ivanovski:

Fusion of local degradation features for No-Reference Video Quality Assessment. 1-6 - Emre Yilmaz

, Jort F. Gemmeke, Dirk Van Compernolle, Hugo Van hamme
:
Noise-robust digit recognition with exemplar-based sparse representations of variable length. 1-4 - Kasper Winther Andersen, Morten Mørup

, Hartwig R. Siebner, Kristoffer Hougaard Madsen
, Lars Kai Hansen
:
Identifying modular relations in complex brain networks. 1-6 - Sandra Rousseau, Christian Jutten, Marco Congedo:

Designing spatial filters based on neuroscience theories to improve error-related potential classification. 1-6 - Daniel G. Silva

, Everton Z. Nadalin
, Romis Attux
, Jugurta R. Montalvão Filho
:
A modified version of the MEXICO algorithm for performing ICA over Galois fields. 1-6 - Robert Dürichen, Tobias Wissel, Achim Schweikard:

Prediction of respiratory motion using wavelet based support vector regression. 1-6 - Sun-Yuan Kung, Pei Yuan Wu

:
Perturbation regulated kernel regressors for supervised machine learning. 1-6 - Juraj Pálfy, Jiri Pospichal

:
Pattern search in dysfluent speech. 1-6 - David Kofoed Wind, Morten Mørup

:
Link prediction in weighted networks. 1-6 - Cristian Grozea

, D. Lübke, Felix Dingeldey, Manuel Schiewe, Jérémie Gerhardt, C. Schumann, J. Hirsch:
ESWT - tracking organs during focused ultrasound surgery. 1-6 - Tue Herlau

, Morten Mørup
, Mikkel N. Schmidt
, Lars Kai Hansen
:
Modelling dense relational data. 1-6 - Rui Braz, António M. G. Pinheiro, J. Moutinho, Mário M. Freire

, Manuela Pereira
:
Breast ultrasound images gland segmentation. 1-6 - Steven Van Vaerenbergh

, Ignacio Santamaría
, Miguel Lázaro-Gredilla:
Estimation of the forgetting factor in kernel recursive least squares. 1-6 - Hamdi Jenzri, Hichem Frigui, Paul D. Gader:

Context Dependent Spectral Unmixing. 1-6 - Nastaran Ghadarghadar, Esra Ataer Cansizoglu, Peng Zhang, Deniz Erdogmus:

A SIFT-point distribution-based method for head pose estimation. 1-4 - Ibrahim Onaran

, Nuri Firat Ince, Aviva Abosch, A. Enis Çetin
:
Extraction of sparse spatial filters using Oscillating Search. 1-7 - Zineb Noumir, Paul Honeine

, Cédric Richard
:
Kernels for time series of exponential decay/growth processes. 1-6 - Minje Kim, Paris Smaragdis, Glenn G. Ko, Rob A. Rutenbar

:
Stereophonic spectrogram segmentation using Markov random fields. 1-6 - Fabien Lauer, Van Luong Le, Gérard Bloch:

Learning smooth models of nonsmooth functions via convex optimization. 1-6 - Abd-Krim Seghouane

, Muhammad Usman Khalid
:
Hierarchical sparse brain network estimation. 1-6 - Abd-Krim Seghouane

, Muhammad Hanif
:
A Kullback-Leibler divergence approach for wavelet-based blind image deconvolution. 1-5 - Rakesh Chalasani, José C. Príncipe:

Temporal context in object recognition. 1-6 - Gaole Jin, Raviv Raich:

On surrogate supervision multiview learning. 1-6 - Dario García-García, Raúl Santos-Rodríguez

, Emilio Parrado-Hernández
:
Classifier-based affinities for clustering sets of vectors. 1-6 - Umut Orhan, Ang Li, Deniz Erdogmus:

Online regularized discriminant analysis. 1-6 - Nicholas Vretos

, Anastasios Tefas
, Ioannis Pitas:
Facial expression recognition with robust covariance estimation and Support Vector Machines. 1-5 - Sheng You, Esra Ataer Cansizoglu, Deniz Erdogmus, Michael Massey, Nathan Shapiro:

Microvascular blood flow estimation in sublingual microcirculation videos based on a principal curve tracing algorithm. 1-6 - Peng Zhang, Esra Ataer Cansizoglu, Deniz Erdogmus:

Local linear approximation of principal curve projections. 1-6 - Jamshid Sourati, Dana H. Brooks, Jennifer G. Dy, Deniz Erdogmus:

Constrained spectral clustering for image segmentation. 1-6 - Yonghong Huang, Kenneth E. Hild II, Misha Pavel, Santosh Mathan, Deniz Erdogmus:

Neural correlates of visual perception in rapid serial visual presentation paradigms. 1-6 - Jesus Fernandez-Bes

, Luis Antonio Azpicueta-Ruiz
, Magno T. M. Silva, Jerónimo Arenas-García
:
A novel scheme for diffusion networks with least-squares adaptive combiners. 1-6 - Concetto Spampinato, Simone Palazzo

:
Hidden Markov Models for detecting anomalous fish trajectories in underwater footage. 1-6 - Ken Montanez, Weifeng Liu, Vince D. Calhoun, Catherine Huang, Kenneth E. Hild II:

The eighth annual MLSP competition: Overview. 1-4 - Heikki Huttunen

, Timo Erkkilä, Pekka Ruusuvuori, Tapio Manninen:
The eighth annual MLSP competition: Second place team. 1-2 - Ankit Gupta, Shashwat Mishra, Amitabha Mukerjee:

The eighth annual MLSP competition: First place team. 1-2 - Jen-Tzung Chien

, Chuang-Hua Chueh
:
Latent Dirichlet learning for hierarchical segmentation. 1-6 - Mehmet A. Donmez, Sait Tunç

, Suleyman Serdar Kozat:
Optimal portfolios under transaction costs in discrete time markets. 1-6 - Álvaro Gonzalo-Ayuso, Magno T. M. Silva, Vítor H. Nascimento

, Jerónimo Arenas-García
:
Improving sparse echo cancellation via convex combination of two NLMS filters with different lengths. 1-6 - Luis Weruaga:

Redundant time-frequency marginals for chirplet decomposition. 1-5 - Giovanni Costantini

, Massimiliano Todisco
, Renzo Perfetti, Andrea Paoloni, Giovanni Saggio
:
Single-sided objective speech intelligibility assessment based on Sparse signal representation. 1-6 - Lingyan Sheng, Antonio Ortega

:
A novel adaptive Nyström approximation. 1-6 - Zaid J. Towfic, Jianshu Chen, Ali H. Sayed:

On the generalization ability of distributed online learners. 1-6 - Saideh Ferdowsi, Vahid Abolghasemi

, Saeid Sanei:
Blind separation of ballistocardiogram from EEG via short-and-long-term linear prediction filtering. 1-6 - Rui Fa, Asoke K. Nandi:

Kernel-based parametric validity index for assessing clusters from microarray gene expression data. 1-6 - Amin Abdel Khalek, Constantine Caramanis

, Robert W. Heath Jr.
:
Online learning for quality-driven unequal protection of scalable video. 1-5 - Mehrez Souden, Keisuke Kinoshita

, Marc Delcroix
, Tomohiro Nakatani:
Distributed microphone array processing for speech source separation with classifier fusion. 1-6 - Jinyu Han, Gautham J. Mysore, Bryan Pardo:

Language informed bandwidth expansion. 1-6 - Antoine Deleforge, Radu Horaud:

2D sound-source localization on the binaural manifold. 1-6 - David Ramírez

, Peter J. Schreier
, Javier Vía
, Ignacio Santamaría
:
GLRT for testing separability of a complex-valued mixture based on the Strong Uncorrelating Transform. 1-6 - Valero Laparra

, Devis Tuia
, Sandra Jiménez, Gustavo Camps-Valls
, Jesus Malo
:
Nonlinear data description with Principal Polynomial Analysis. 1-6 - Basel Abu-Jamous, Rui Fa, David Roberts, Asoke K. Nandi:

Comprehensive analysis of multiple microarray datasets by binarization of consensus partition matrix. 1-6 - Fengyu Cong

, Guoxu Zhou
, Qibin Zhao, Qiang Wu, Asoke K. Nandi, Tapani Ristaniemi, Andrzej Cichocki
:
Sequential nonnegative tucker decomposition on multi-way array of time-frequency transformed event-related potentials. 1-6 - Blanca Florentino-Liaño, Niamh O'Mahony

, Antonio Artés-Rodríguez
:
Long term human activity recognition with automatic orientation estimation. 1-6 - Pedro A. Rodriguez, Tülay Adali, Vince D. Calhoun

:
Complex-valued analysis and visualization of fMRI data for event-related and block-design paradigms. 1-6 - Lev Faivishevsky, Jacob Goldberger:

Unsupervised feature selection based on non-parametric mutual information. 1-6 - Antonio Soriano

, Luis Vergara
, Gonzalo Safont
, Addisson Salazar
:
On comparing hard and soft fusion of dependent detectors. 1-6 - David J. Miller, Fatih Kocak, George Kesidis:

Sequential anomaly detection in a batch with growing number of tests: Application to network intrusion detection. 1-6 - Robert Piché

, Simo Särkkä, Jouni Hartikainen:
Recursive outlier-robust filtering and smoothing for nonlinear systems using the multivariate student-t distribution. 1-6 - Cristian Rusu:

Fast design of efficient dictionaries for sparse representations. 1-5 - Robin J. Evans

:
Graphical methods for inequality constraints in marginalized DAGs. 1-6 - Jaakko Peltonen

, Konstantinos Georgatzis:
Efficient optimization for data visualization as an information retrieval task. 1-6 - Ismail Ari, A. Taylan Cemgil

, Lale Akarun
:
Probabilistic interpolative decomposition. 1-6 - Umut Simsekli, A. Taylan Cemgil

:
Markov Chain Monte Carlo inference for probabilistic latent tensor factorization. 1-6 - Thomas Buchgraber, Dmitriy Shutin:

Distributed variational sparse Bayesian learning for sensor networks. 1-6 - Mehmet A. Donmez, Huseyin Ozkan

, Suleyman Serdar Kozat:
Transient analysis of convexly constrained mixture methods. 1-5 - Grigorios Tsagkatakis

, Panagiotis Tsakalides
:
Efficient high dynamic range imaging via matrix completion. 1-6 - Maria Eugenia Dajer, Paulo Rogério Scalassara

, Jamille Lays Marrara, Jose Carlos Pereira:
Voice analysis of patients with neurological disorders using acoustical and nonlinear tools. 1-6 - Sebastian Tschiatschek, Nikolaus Mutsam, Franz Pernkopf

:
Handling missing features in maximum margin Bayesian network classifiers. 1-6 - Dmitriy Shutin, Thomas Buchgraber:

Trading approximation quality versus sparsity within incremental automatic relevance determination frameworks. 1-6 - Felix Bießmann, Jens-Michalis Papaioannou, Andreas Harth

, M. L. Jugel, Klaus-Robert Müller
, Mikio L. Braun:
Quantifying spatiotemporal dynamics of twitter replies to news feeds. 1-6 - Carlos Renjifo, Craig Carmen:

The discounted cumulative margin penalty: Rank-learning with a list-wise loss and pair-wise margins. 1-6 - Waljinder S. Gill, Ian T. Nabney

, Daniel Wells:
Helicopter vibration sensor selection using data visualisation. 1-6 - Esra Ataer Cansizoglu, Sheng You, Jayashree Kalpathy-Cramer

, Katie Keck, Michael F. Chiang
, Deniz Erdogmus:
Observer and feature analysis on diagnosis of retinopathy of prematurity. 1-6 - Raúl Martínez-Noriega, Aline Roumy, Gilles Blanchard:

Exemplar-based image inpainting: Fast priority and coherent nearest neighbor search. 1-6 - Abhishek Singh, Narendra Ahuja, Pierre Moulin:

Online learning with kernels: Overcoming the growing sum problem. 1-6 - Jens Brehm Nielsen, Bjørn Sand Jensen, Jan Larsen

:
Pseudo inputs for pairwise learning with Gaussian processes. 1-6 - Michael J. Pekala, Ashley J. Llorens, I-Jeng Wang:

Local distance metric learning for efficient conformal predictors. 1-6 - Jonas Nordhaug Myhre

, Robert Jenssen:
Mixture weight influence on kernel entropy component analysis and semi-supervised learning using the Lasso. 1-6 - Po-Sen Huang, Mark Hasegawa-Johnson, Wotao Yin

, Thomas S. Huang:
Opportunistic sensing: Unattended acoustic sensor selection using crowdsourcing models. 1-6

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