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List of works by Jaakko Peltonen

An Information Retrieval Approach for Finding Dependent Subspaces of Multiple Views

An information retrieval perspective on visualization of gene expression data with ontological annotation

article

Author Tree-Structured Hierarchical Dirichlet Process

Bankruptcy analysis with self-organizing maps in learning metrics

scientific article published in January 2001

Data Visualization and Analysis with Self-Organizing Maps in Learning Metrics

scholarly article by Samuel Kaski et al published 2001 in Lecture Notes in Computer Science

Digital Me: Controlling and Making Sense of My Digital Footprint

article published in 2017

Dimensionality Reduction for Data Visualization [Applications Corner]

Directing exploratory search with interactive intent modeling

Discriminative components of data

scientific article

Efficient Planning in Large POMDPs through Policy Graph Based Factorized Approximations

Efficient optimization for data visualization as an information retrieval task

scholarly article published September 2012

Expectation Maximization for Average Reward Decentralized POMDPs

Fast Semi-Supervised Discriminative Component Analysis

Fault tolerant machine learning for nanoscale cognitive radio

scholarly article by Joni Pajarinen et al published February 2011 in Neurocomputing

Focused Multi-task Learning Using Gaussian Processes

article

Focused multi-task learning in a Gaussian process framework

GQA: Grammatical Question Answering for RDF Data

Genome-wide modeling of transcription kinetics reveals patterns of RNA production delays ⬇️

scientific article

Graph visualization with latent variable models

scholarly article published 2010

Improved learning of Riemannian metrics for exploratory analysis

scientific article

Improved learning of Riemannian metrics for exploratory analysis [Neural Networks 17 (8–9) 1087–1100]

Improving Search Result Comprehension by Topic-Relevance Map Visualization

scholarly article published 2017

Information retrieval approach to meta-visualization

scholarly article by Jaakko Peltonen & Ziyuan Lin published 3 October 2014 in Machine Learning

IntentStreams

Intentradar

Interactive Intent Modeling for Exploratory Search

Latent state models of primary user behavior for opportunistic spectrum access

Learning More Accurate Metrics for Self-Organizing Maps

Learning from Relevant Tasks Only

Machine Learning: How It Can Help Nanocomputing

scholarly article by Mikko A. Uusitalo et al published 1 August 2011 in Journal of Computational and Theoretical Nanoscience

Machine learning for signal processing 2010

scholarly article by Jaakko Peltonen et al published March 2012 in Neurocomputing

Methods for estimating human endogenous retrovirus activities from EST databases

scientific article

Multiplicative update for fast optimization of information retrieval based neighbor embedding

Nano-scale fault tolerant machine learning for cognitive radio

scholarly article published October 2008

Negative Relevance Feedback for Exploratory Search with Visual Interactive Intent Modeling

Optimizing Spatial and Temporal Reuse in Wireless Networks by Decentralized Partially Observable Markov Decision Processes

Parallel Coordinate Plots for Neighbor Retrieval

Peacock Bundles: Bundle Coloring for Graphs with Globality-Locality Trade-Off

Periodic Finite State Controllers for Efficient POMDP and DEC-POMDP Planning ⬇️

scientific article published in January 2011

Preliminary Studies on Personalized Preference Prediction from Gaze in Comparing Visualizations

scholarly article by Hamed R.-Tavakoli et al published 2016 in Lecture Notes in Computer Science

Relevant subtask learning by constrained mixture models

article by Jaakko Peltonen et al published 5 November 2010 in Intelligent Data Analysis

Rethinking Summarization and Storytelling for Modern Social Multimedia

SciNet: Interactive Intent Modeling for Information Discovery

scientific article (publication date: 2015)

Sequential information bottleneck for finite data

Supervised nonlinear dimensionality reduction by Neighbor Retrieval

Topic-Relevance Map

scholarly article published 2017

Toward computational cumulative biology by combining models of biological datasets ⬇️

scientific article

Transfer learning using a nonparametric sparse topic model

Tree-Structured Hierarchical Dirichlet Process

User Model in a Box: Cross-System User Model Transfer for Resolving Cold Start Problems

article

Visual Interaction with Dimensionality Reduction: A Structured Literature Analysis

scientific article published on January 2017

Visualization by Linear Projections as Information Retrieval

scholarly article by Jaakko Peltonen published 2009 in Lecture Notes in Computer Science

Visualizations for Assessing Convergence and Mixing of MCMC

scholarly article by Jarkko Venna et al published 2003 in Lecture Notes in Computer Science

Visualizations for assessing convergence and mixing of Markov chain Monte Carlo simulations

scholarly article by Jaakko Peltonen et al published October 2009 in Computational Statistics & Data Analysis

Visualizing activity traces to support collaborative literature searching

scholarly article published 2017

What you see is what you can change: Human-centered machine learning by interactive visualization

scholarly article by Dominik Sacha et al published December 2017 in Neurocomputing

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