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Fast and exact algorithms for some NP-hard 2-clustering problems in the one-dimensional case. / Kel’manov, Alexander; Khandeev, Vladimir.

Analysis of Images, Social Networks and Texts - 8th International Conference, AIST 2019, Revised Selected Papers. ed. / Wil M.P. van der Aalst; Vladimir Batagelj; Dmitry I. Ignatov; Valentina Kuskova; Sergei O. Kuznetsov; Irina A. Lomazova; Michael Khachay; Andrey Kutuzov; Natalia Loukachevitch; Amedeo Napoli; Panos M. Pardalos; Marcello Pelillo; Andrey V. Savchenko; Elena Tutubalina. Springer International Publishing AG, 2019. p. 377-387 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11832 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Harvard

Kel’manov, A & Khandeev, V 2019, Fast and exact algorithms for some NP-hard 2-clustering problems in the one-dimensional case. in WMP van der Aalst, V Batagelj, DI Ignatov, V Kuskova, SO Kuznetsov, IA Lomazova, M Khachay, A Kutuzov, N Loukachevitch, A Napoli, PM Pardalos, M Pelillo, AV Savchenko & E Tutubalina (eds), Analysis of Images, Social Networks and Texts - 8th International Conference, AIST 2019, Revised Selected Papers. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 11832 LNCS, Springer International Publishing AG, pp. 377-387, 8th International Conference on Analysis of Images, Social Networks and Texts, AIST 2019, Kazan, Russian Federation, 17.07.2019. https://doi.org/10.1007/978-3-030-37334-4_34

APA

Kel’manov, A., & Khandeev, V. (2019). Fast and exact algorithms for some NP-hard 2-clustering problems in the one-dimensional case. In W. M. P. van der Aalst, V. Batagelj, D. I. Ignatov, V. Kuskova, S. O. Kuznetsov, I. A. Lomazova, M. Khachay, A. Kutuzov, N. Loukachevitch, A. Napoli, P. M. Pardalos, M. Pelillo, A. V. Savchenko, & E. Tutubalina (Eds.), Analysis of Images, Social Networks and Texts - 8th International Conference, AIST 2019, Revised Selected Papers (pp. 377-387). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 11832 LNCS). Springer International Publishing AG. https://doi.org/10.1007/978-3-030-37334-4_34

Vancouver

Kel’manov A, Khandeev V. Fast and exact algorithms for some NP-hard 2-clustering problems in the one-dimensional case. In van der Aalst WMP, Batagelj V, Ignatov DI, Kuskova V, Kuznetsov SO, Lomazova IA, Khachay M, Kutuzov A, Loukachevitch N, Napoli A, Pardalos PM, Pelillo M, Savchenko AV, Tutubalina E, editors, Analysis of Images, Social Networks and Texts - 8th International Conference, AIST 2019, Revised Selected Papers. Springer International Publishing AG. 2019. p. 377-387. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-030-37334-4_34

Author

Kel’manov, Alexander ; Khandeev, Vladimir. / Fast and exact algorithms for some NP-hard 2-clustering problems in the one-dimensional case. Analysis of Images, Social Networks and Texts - 8th International Conference, AIST 2019, Revised Selected Papers. editor / Wil M.P. van der Aalst ; Vladimir Batagelj ; Dmitry I. Ignatov ; Valentina Kuskova ; Sergei O. Kuznetsov ; Irina A. Lomazova ; Michael Khachay ; Andrey Kutuzov ; Natalia Loukachevitch ; Amedeo Napoli ; Panos M. Pardalos ; Marcello Pelillo ; Andrey V. Savchenko ; Elena Tutubalina. Springer International Publishing AG, 2019. pp. 377-387 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

BibTeX

@inproceedings{d76bf9f812e14fd199e7b9f8e8c1401a,
title = "Fast and exact algorithms for some NP-hard 2-clustering problems in the one-dimensional case",
abstract = "We consider several well-known optimization 2-clustering (2-partitioning) problems of a finite set of points in Euclidean space. All clustering problems considered are induced by applied problems in Data analysis, Data cleaning, and Data mining. In the general case, all these optimization problems are strongly NP-hard. In the paper, we present a brief overview of the results on the problems computational complexity and on their solvability in the one-dimensional case. We present and propose well-known and new, simple and fast exact algorithms with O(N log N) and O(N) running times for the one-dimensional case of these problems.",
keywords = "2-clustering, 2-partitioning, Euclidean space, Fast exact algorithms, NP-hardness, Polynomial-time solvability in the 1D case",
author = "Alexander Kel{\textquoteright}manov and Vladimir Khandeev",
note = "Publisher Copyright: {\textcopyright} Springer Nature Switzerland AG 2019. Copyright: Copyright 2020 Elsevier B.V., All rights reserved.; 8th International Conference on Analysis of Images, Social Networks and Texts, AIST 2019 ; Conference date: 17-07-2019 Through 19-07-2019",
year = "2019",
month = jan,
day = "1",
doi = "10.1007/978-3-030-37334-4_34",
language = "English",
isbn = "9783030373337",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer International Publishing AG",
pages = "377--387",
editor = "{van der Aalst}, {Wil M.P.} and Vladimir Batagelj and Ignatov, {Dmitry I.} and Valentina Kuskova and Kuznetsov, {Sergei O.} and Lomazova, {Irina A.} and Michael Khachay and Andrey Kutuzov and Natalia Loukachevitch and Amedeo Napoli and Pardalos, {Panos M.} and Marcello Pelillo and Savchenko, {Andrey V.} and Elena Tutubalina",
booktitle = "Analysis of Images, Social Networks and Texts - 8th International Conference, AIST 2019, Revised Selected Papers",
address = "Switzerland",

}

RIS

TY - GEN

T1 - Fast and exact algorithms for some NP-hard 2-clustering problems in the one-dimensional case

AU - Kel’manov, Alexander

AU - Khandeev, Vladimir

N1 - Publisher Copyright: © Springer Nature Switzerland AG 2019. Copyright: Copyright 2020 Elsevier B.V., All rights reserved.

PY - 2019/1/1

Y1 - 2019/1/1

N2 - We consider several well-known optimization 2-clustering (2-partitioning) problems of a finite set of points in Euclidean space. All clustering problems considered are induced by applied problems in Data analysis, Data cleaning, and Data mining. In the general case, all these optimization problems are strongly NP-hard. In the paper, we present a brief overview of the results on the problems computational complexity and on their solvability in the one-dimensional case. We present and propose well-known and new, simple and fast exact algorithms with O(N log N) and O(N) running times for the one-dimensional case of these problems.

AB - We consider several well-known optimization 2-clustering (2-partitioning) problems of a finite set of points in Euclidean space. All clustering problems considered are induced by applied problems in Data analysis, Data cleaning, and Data mining. In the general case, all these optimization problems are strongly NP-hard. In the paper, we present a brief overview of the results on the problems computational complexity and on their solvability in the one-dimensional case. We present and propose well-known and new, simple and fast exact algorithms with O(N log N) and O(N) running times for the one-dimensional case of these problems.

KW - 2-clustering

KW - 2-partitioning

KW - Euclidean space

KW - Fast exact algorithms

KW - NP-hardness

KW - Polynomial-time solvability in the 1D case

UR - http://www.scopus.com/inward/record.url?scp=85077501196&partnerID=8YFLogxK

U2 - 10.1007/978-3-030-37334-4_34

DO - 10.1007/978-3-030-37334-4_34

M3 - Conference contribution

AN - SCOPUS:85077501196

SN - 9783030373337

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 377

EP - 387

BT - Analysis of Images, Social Networks and Texts - 8th International Conference, AIST 2019, Revised Selected Papers

A2 - van der Aalst, Wil M.P.

A2 - Batagelj, Vladimir

A2 - Ignatov, Dmitry I.

A2 - Kuskova, Valentina

A2 - Kuznetsov, Sergei O.

A2 - Lomazova, Irina A.

A2 - Khachay, Michael

A2 - Kutuzov, Andrey

A2 - Loukachevitch, Natalia

A2 - Napoli, Amedeo

A2 - Pardalos, Panos M.

A2 - Pelillo, Marcello

A2 - Savchenko, Andrey V.

A2 - Tutubalina, Elena

PB - Springer International Publishing AG

T2 - 8th International Conference on Analysis of Images, Social Networks and Texts, AIST 2019

Y2 - 17 July 2019 through 19 July 2019

ER -

ID: 23144199