Results 61 to 70 of about 333,329 (255)

Shared-Private Information Bottleneck Method for Cross-Modal Clustering

IEEE Access, 2019
Recently, the cross-modal analysis has drawn much attention due to the rapid growth and widespread emergence of multimodal data. It integrates multiple modalities to improve learning and generalization performance.
Xiaoqiang Yan, Yangdong Ye, Yiqiao Mao, Hui Yu   +3 more
doaj   +1 more source

Decoding of Non-Binary LDPC Codes Using the Information Bottleneck Method

, 2019
Recently, a novel lookup table based decoding method for binary low-density parity-check codes has attracted considerable attention. In this approach, mutual-information maximizing lookup tables replace the conventional operations of the variable nodes ...
Bauch, Gerhard, Lewandowsky, Jan, Saha, Souradip, Stark, Maximilian   +3 more
core   +1 more source

Generalized Information Bottleneck

, 2022
150 pages ; Data compression is a widely used technique to reduce the transmission rate of a source signal due to the capacity bottleneck of an information channel. Classical rate-distortion theory and information bottleneck method lay the theoretical foundations for lossy data compression from an information-theoretic perspective.
openaire   +2 more sources

Perspectives in educating molecular pathologists on liquid biopsy: Toward integrative, equitable, and decentralized precision oncology

Molecular Oncology, EarlyView.
Liquid biopsy enables minimally invasive, real‐time molecular profiling through analysis of circulating biomarkers in biological fluids. This Perspective highlights the importance of training pathologists through integrative educational programs, such as the European Masters in Molecular Pathology, to ensure effective and equitable implementation of ...
Marius Ilié, Umberto Malapelle, Catherine Alix‐Panabières, Claus Lindbjerg Andersen, Sandra Chlebowski, Vivien Lake, Caroline Lacoux, Virginie Lespinet‐Fabre, Olivier Bordone, Simon Heeke, Christophe Bontoux, Ellen Heitzer, Klaus Pantel, Paul Hofman   +13 more
wiley   +1 more source

Semi-supervised cross-entropy clustering with information bottleneck constraint

, 2017
In this paper, we propose a semi-supervised clustering method, CEC-IB, that models data with a set of Gaussian distributions and that retrieves clusters based on a partial labeling provided by the user (partition-level side information). By combining the
Geiger, Bernhard C., Śmieja, Marek
core   +1 more source

PAC-Bayes Information Bottleneck

, 2021
ICLR'22 (Spotlight)
Wang, Zifeng, Huang, Shao-Lun, Kuruoglu, Ercan E., Sun, Jimeng, Chen, Xi, Zheng, Yefeng   +5 more
openaire   +2 more sources

The multi-layer information bottleneck problem [PDF]

2017 IEEE Information Theory Workshop (ITW), 2017
5 pages, 2 ...
Q. Yang, P. Piantanida, D. Gunduz
openaire   +4 more sources

LDAcoop: Integrating non‐linear population dynamics into the analysis of clonogenic growth in vitro

Molecular Oncology, EarlyView.
Limiting dilution assays (LDAs) quantify clonogenic growth by seeding serial dilutions of cells and scoring wells for colony formation. The fraction of negative wells is plotted against cells seeded and analyzed using the non‐linear modeling of LDAcoop.
Nikko Brix, Daniel Samaga, Katharina Gehr, Benedek Dankó, Mohamed Schumann, Guido Drexler, Ahmed Alnatsha, Georg Beyer, Ujjwal Mahajan, Martin Selmansberger, Julia Mayerle, Claus Belka, Horst Zitzelsberger, Kirsten Lauber   +13 more
wiley   +1 more source

Hijacking emergency granulopoiesis: Neutrophil ontogeny and reprogramming in cancer

Molecular Oncology, EarlyView.
Neutrophils are highly plastic innate immune cells; their functions in cancer extend beyond the tumour microenvironment. This Review summarises current understanding of neutrophil maturation and heterogeneity and highlights tumour‐induced granulopoiesis as a systemic programme that expands immature, immunosuppressive neutrophils via tumour‐derived ...
Gabriela Marinescu, Yi Feng
wiley   +1 more source

Head information bottleneck (HIB): leveraging information bottleneck for efficient transformer head attribution and pruning

EURASIP Journal on Audio, Speech, and Music Processing
Multi-head attention mechanisms have been widely applied in speech pre-training. However, their roles and effectiveness in various downstream tasks have not been fully explored. Attention heads may vary in importance depending on the downstream task.
Yukun Qian, Xuyi Zhuang, Mingjiang Wang
doaj   +1 more source