Literature DB >> 27942416

Ckmeans.1d.dp: Optimal k-means Clustering in One Dimension by Dynamic Programming.

Haizhou Wang1, Mingzhou Song1.   

Abstract

The heuristic k-means algorithm, widely used for cluster analysis, does not guarantee optimality. We developed a dynamic programming algorithm for optimal one-dimensional clustering. The algorithm is implemented as an R package called Ckmeans.1d.dp. We demonstrate its advantage in optimality and runtime over the standard iterative k-means algorithm.

Entities:  

Year:  2011        PMID: 27942416      PMCID: PMC5148156     

Source DB:  PubMed          Journal:  R J        ISSN: 2073-4859            Impact factor:   3.984


  4 in total

1.  Efficient and exact maximum likelihood quantisation of genomic features using dynamic programming.

Authors:  Mingzhou Song; Robert M Haralick; Stéphane Boissinot
Journal:  Int J Data Min Bioinform       Date:  2010       Impact factor: 0.667

2.  Metabolic stability and epigenesis in randomly constructed genetic nets.

Authors:  S A Kauffman
Journal:  J Theor Biol       Date:  1969-03       Impact factor: 2.691

3.  Towards a rigorous assessment of systems biology models: the DREAM3 challenges.

Authors:  Robert J Prill; Daniel Marbach; Julio Saez-Rodriguez; Peter K Sorger; Leonidas G Alexopoulos; Xiaowei Xue; Neil D Clarke; Gregoire Altan-Bonnet; Gustavo Stolovitzky
Journal:  PLoS One       Date:  2010-02-23       Impact factor: 3.240

4.  Reconstructing generalized logical networks of transcriptional regulation in mouse brain from temporal gene expression data.

Authors:  Mingzhou Joe Song; Chris K Lewis; Eric R Lance; Elissa J Chesler; Roumyana Kirova Yordanova; Michael A Langston; Kerrie H Lodowski; Susan E Bergeson
Journal:  EURASIP J Bioinform Syst Biol       Date:  2009-03-17
  4 in total
  42 in total

1.  On the association analysis of genome-sequencing data: A spatial clustering approach for partitioning the entire genome into nonoverlapping windows.

Authors:  Heide Loehlein Fier; Dmitry Prokopenko; Julian Hecker; Michael H Cho; Edwin K Silverman; Scott T Weiss; Rudolph E Tanzi; Christoph Lange
Journal:  Genet Epidemiol       Date:  2017-03-20       Impact factor: 2.135

2.  Effect of rainfall-induced soil geochemistry dynamics on grassland soil microbial communities.

Authors:  Karelyn Cruz-Martínez; Anna Rosling; Yang Zhang; Mingzhou Song; Gary L Andersen; Jillian F Banfield
Journal:  Appl Environ Microbiol       Date:  2012-08-17       Impact factor: 4.792

3.  Functional and topological diversity of LOV domain photoreceptors.

Authors:  Spencer T Glantz; Eric J Carpenter; Michael Melkonian; Kevin H Gardner; Edward S Boyden; Gane Ka-Shu Wong; Brian Y Chow
Journal:  Proc Natl Acad Sci U S A       Date:  2016-02-29       Impact factor: 11.205

4.  A new model for ancient DNA decay based on paleogenomic meta-analysis.

Authors:  Logan Kistler; Roselyn Ware; Oliver Smith; Matthew Collins; Robin G Allaby
Journal:  Nucleic Acids Res       Date:  2017-06-20       Impact factor: 16.971

5.  Somatic mutations in DCC are associated with genomic instability and favourable outcomes in melanoma patients treated with immune checkpoint inhibitors.

Authors:  Yuting Li; Qinghua Wang; Yang Chen; Lujun Zhao
Journal:  Br J Cancer       Date:  2022-07-23       Impact factor: 9.075

6.  Massively parallel variant characterization identifies NUDT15 alleles associated with thiopurine toxicity.

Authors:  Chase C Suiter; Takaya Moriyama; Kenneth A Matreyek; Wentao Yang; Emma Rose Scaletti; Rina Nishii; Wenjian Yang; Keito Hoshitsuki; Minu Singh; Amita Trehan; Chris Parish; Colton Smith; Lie Li; Deepa Bhojwani; Liz Y P Yuen; Chi-Kong Li; Chak-Ho Li; Yung-Li Yang; Gareth J Walker; James R Goodhand; Nicholas A Kennedy; Federico Antillon Klussmann; Smita Bhatia; Mary V Relling; Motohiro Kato; Hiroki Hori; Prateek Bhatia; Tariq Ahmad; Allen E J Yeoh; Pål Stenmark; Douglas M Fowler; Jun J Yang
Journal:  Proc Natl Acad Sci U S A       Date:  2020-02-24       Impact factor: 11.205

7.  Modulating Antibody Structure and Function through Directed Mutations and Chemical Rescue.

Authors:  Christine E Kaiser; Juan Pablo Rincon Pabon; Jittasak Khowsathit; M Paola Castaldi; Steven L Kazmirski; David D Weis; Andrew X Zhang; John Karanicolas
Journal:  ACS Synth Biol       Date:  2018-04-09       Impact factor: 5.110

8.  Characterizing genomic differences of human cancer stratified by the TP53 mutation status.

Authors:  Mengyao Wang; Chao Yang; Xiuqing Zhang; Xiangchun Li
Journal:  Mol Genet Genomics       Date:  2018-01-12       Impact factor: 3.291

9.  Proteogenomic insights into the biology and treatment of HPV-negative head and neck squamous cell carcinoma.

Authors:  Chen Huang; Lijun Chen; Sara R Savage; Rodrigo Vargas Eguez; Yongchao Dou; Yize Li; Felipe da Veiga Leprevost; Eric J Jaehnig; Jonathan T Lei; Bo Wen; Michael Schnaubelt; Karsten Krug; Xiaoyu Song; Marcin Cieślik; Hui-Yin Chang; Matthew A Wyczalkowski; Kai Li; Antonio Colaprico; Qing Kay Li; David J Clark; Yingwei Hu; Liwei Cao; Jianbo Pan; Yuefan Wang; Kyung-Cho Cho; Zhiao Shi; Yuxing Liao; Wen Jiang; Meenakshi Anurag; Jiayi Ji; Seungyeul Yoo; Daniel Cui Zhou; Wen-Wei Liang; Michael Wendl; Pankaj Vats; Steven A Carr; D R Mani; Zhen Zhang; Jiang Qian; Xi S Chen; Alexander R Pico; Pei Wang; Arul M Chinnaiyan; Karen A Ketchum; Christopher R Kinsinger; Ana I Robles; Eunkyung An; Tara Hiltke; Mehdi Mesri; Mathangi Thiagarajan; Alissa M Weaver; Andrew G Sikora; Jan Lubiński; Małgorzata Wierzbicka; Maciej Wiznerowicz; Shankha Satpathy; Michael A Gillette; George Miles; Matthew J Ellis; Gilbert S Omenn; Henry Rodriguez; Emily S Boja; Saravana M Dhanasekaran; Li Ding; Alexey I Nesvizhskii; Adel K El-Naggar; Daniel W Chan; Hui Zhang; Bing Zhang
Journal:  Cancer Cell       Date:  2021-01-07       Impact factor: 31.743

10.  Towards the automated large-scale reconstruction of past road networks from historical maps.

Authors:  Johannes H Uhl; Stefan Leyk; Yao-Yi Chiang; Craig A Knoblock
Journal:  Comput Environ Urban Syst       Date:  2022-03-18
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