Outcome signature genes in breast cancer: is there a unique set?
- L. Ein-Dor, I. Kela, G. Getz, D. Givol, E. Domany
- BiologyBreast Cancer Research
- 14 September 2004
It is shown that the resulting set of genes is not unique; it is strongly influenced by the subset of patients used for gene selection, and the correlations fluctuate strongly when measured over different subsets of patients.
Thousands of samples are needed to generate a robust gene list for predicting outcome in cancer.
- L. Ein-Dor, O. Zuk, E. Domany
- BiologyProceedings of the National Academy of Sciences…
- 11 April 2006
A previously undescribed mathematical method is introduced, probably approximately correct (PAC) sorting, for evaluating the robustness of reported predictive gene lists, and for several published data sets the number of samples that are needed to achieve any desired level of reproducibility.
Active Learning for BERT: An Empirical Study
- L. Ein-Dor, Alon Halfon, N. Slonim
- Computer ScienceConference on Empirical Methods in Natural…
- 1 November 2020
The results demonstrate that AL can boost BERT performance, especially in the most realistic scenario in which the initial set of labeled examples is created using keyword-based queries, resulting in a biased sample of the minority class.
Sorting points into neighborhoods (SPIN): data analysis and visualization by ordering distance matrices
- Dan Tsafrir, I. Tsafrir, L. Ein-Dor, O. Zuk, D. Notterman, E. Domany
- Computer ScienceBioinform.
- 15 May 2005
A novel unsupervised approach for the organization and visualization of multidimensional data that brings to light the continuous variation of heterogeneity--starting with homogeneous tumor samples and gradually increasing the amount of another tissue.
Functional gene groups are concentrated within chromosomes, among chromosomes and in the nuclear space of the human genome
- Annelyse Thévenin, L. Ein-Dor, Michal Ozery-Flato, R. Shamir
- BiologyNucleic Acids Research
- 23 July 2014
The human genome shows substantial concentration of functional groups within chromosomes and across chromosomes in space, and members of the same functional group that reside on distinct chromosomes tend to co-localize in space.
Low autocorrelated multiphase sequences.
- L. Ein-Dor, I. Kanter, W. Kinzel
- Computer SciencePhysical review. E, Statistical, nonlinear, and…
- 8 March 2001
The interplay between the ground-state energy of the generalized Bernasconi model to multiphase, and the minimal value of the maximal autocorrelation function, C(max)=max(K)/C(K)/, K=1,...,N-1, is…
Gene expression profiles of AML derived stem cells; similarity to hematopoietic stem cells
- H. Gal, N. Amariglio, D. Givol
- BiologyLeukemia
- 2006
It is shown that DAPT, an inhibitor of gamma-secretase, a protease that is involved in Jagged and Notch signaling, inhibits LSC growth in colony formation assays, supporting the suggestion that the LSC originated within the HSC progenitors.
Corpus Wide Argument Mining - a Working Solution
- L. Ein-Dor, Eyal Shnarch, N. Slonim
- Computer ScienceAAAI Conference on Artificial Intelligence
- 25 November 2019
This work presents a first end-to-end high-precision, corpus-wide argument mining system, made possible by combining sentence-level queries over an appropriate indexing of a very large corpus of newspaper articles, with an iterative annotation scheme.
Anomaly Detection in Large Databases Using Behavioral Patterning
- Hanna Mazzawi, Gal Dalaly, David Rozenblatz, L. Ein-Dor, M. Ninio, Ofer Lavi
- Computer ScienceIEEE International Conference on Data Engineering
- 19 April 2017
A new machine learning algorithm for detecting attacks such as a stolen user account or illegal use by a user, based on a probabilistic model that was developed to capture a user's normal behavior is proposed.
Fast End-to-End Wikification
- Ilya Shnayderman, L. Ein-Dor, N. Slonim
- Computer ScienceArXiv
- 19 August 2019
RedW is introduced, a run-time oriented Wikification solution, based on Wikipedia redirects, that can Wikify massive corpora with competitive performance and an efficient method for estimating RedW confidence is proposed, opening the door for applying more demanding methods only on top of RedW lower-confidence results.
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