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JMLR
2006
90views more  JMLR 2006»
8 years 7 months ago
Superior Guarantees for Sequential Prediction and Lossless Compression via Alphabet Decomposition
We present worst case bounds for the learning rate of a known prediction method that is based on hierarchical applications of binary context tree weighting (CTW) predictors. A heu...
Ron Begleiter, Ran El-Yaniv
JCSS
2006
77views more  JCSS 2006»
8 years 7 months ago
Sequential predictions based on algorithmic complexity
This paper studies sequence prediction based on the monotone Kolmogorov complexity Km=-log m, i.e. based on universal deterministic/one-part MDL. m is extremely close to Solomonof...
Marcus Hutter
IJON
2006
93views more  IJON 2006»
8 years 7 months ago
Eye movement predictions on natural videos
We analyze the predictability of eye movements of observers viewing dynamic scenes. We first assess the effectiveness of model-based prediction. The model is divided into inter-sa...
Martin Böhme, Michael Dorr, Christopher Kraus...
ESWA
2006
122views more  ESWA 2006»
8 years 7 months ago
Transmembrane segments prediction and understanding using support vector machine and decision tree
In recent years, there have been many studies focusing on improving the accuracy of prediction of transmembrane segments, and many significant results have been achieved. In spite...
Jieyue He, Hae-Jin Hu, Robert W. Harrison, Phang C...
BMCBI
2007
150views more  BMCBI 2007»
8 years 7 months ago
Refining intra-protein contact prediction by graph analysis
Background: Accurate prediction of intra-protein residue contacts from sequence information will allow the prediction of protein structures. Basic predictions of such specific con...
Milana Frenkel-Morgenstern, Rachel Magid, Eran Eya...
BMCBI
2007
144views more  BMCBI 2007»
8 years 7 months ago
InPrePPI: an integrated evaluation method based on genomic context for predicting protein-protein interactions in prokaryotic ge
Background: Although many genomic features have been used in the prediction of proteinprotein interactions (PPIs), frequently only one is used in a computational method. After rea...
Jingchun Sun, Yan Sun, Guohui Ding, Qi Liu, Chuan ...
BMCBI
2007
92views more  BMCBI 2007»
8 years 7 months ago
Large-scale validation of methods for cytotoxic T-lymphocyte epitope prediction
Background: Reliable predictions of Cytotoxic T lymphocyte (CTL) epitopes are essential for rational vaccine design. Most importantly, they can minimize the experimental effort ne...
Mette V. Larsen, Claus Lundegaard, Kasper Lamberth...
BMCBI
2007
140views more  BMCBI 2007»
8 years 7 months ago
Accurate prediction of protein secondary structure and solvent accessibility by consensus combiners of sequence and structure in
Background: Structural properties of proteins such as secondary structure and solvent accessibility contribute to three-dimensional structure prediction, not only in the ab initio...
Gianluca Pollastri, Alberto J. M. Martin, Catherin...
CORR
2006
Springer
107views Education» more  CORR 2006»
8 years 7 months ago
On Sequence Prediction for Arbitrary Measures
Suppose we are given two probability measures on the set of one-way infinite finite-alphabet sequences and consider the question when one of the measures predicts the other, that ...
Daniil Ryabko, Marcus Hutter
CORR
2006
Springer
76views Education» more  CORR 2006»
8 years 7 months ago
Inconsistent parameter estimation in Markov random fields: Benefits in the computation-limited setting
Consider the problem of joint parameter estimation and prediction in a Markov random field: i.e., the model parameters are estimated on the basis of an initial set of data, and th...
Martin J. Wainwright
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