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Kuzarura Nzira Masiginicha: Kiyi yeGeometric Insights muDataby@computational

Kuzarura Nzira Masiginicha: Kiyi yeGeometric Insights muData

Kurebesa; Kuverenga

Nzira siginicha, inotsanangurwa seyakadzokororwa inosanganisirwa, inopa yakapfuma inomiririra nzira nekutora yavo geometric uye topological zvimiro. Ichi chinoshandura chishandiso chinosimudzira kuongororwa kwedata, ichipa manzwisisiro akadzama muzvimiro zvakatevedzana.
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Vanyori:

(1) Guillaume Staerman, INRIA, CEA, Univ. Paris-Saclay, France;

(2) Marta Campi, CERIAH, Institut de l'Audition, Institut Pasteur, France;

(3) Gareth W. Peters, Dhipatimendi reDhipatimendi & Applied Probability, University of California Santa Barbara, USA.

Table of Links

Abstract uye 1. Nhanganyaya

2. Background & Preliminaries

2.1. Inoshanda Isolation Sango

2.2. Siginicha Nzira

3. Signature Isolation Forest Method

4. Numerical Experiments

4.1. Parameters Sensitivity Analysis

4.2. Zvakanakira (K-)SIF pamusoro peFIF

4.3. Real-data Anomaly Detection Benchmark

5. Hurukuro & Mhedziso, Impact Statements, uye References


Appendikisi

A. Ruzivo Rwokuwedzera Pamusoro peSiginicha

B. K-SIF uye SIF Algorithms

C. Kuwedzera Kuedza Kwenhamba

2.2. Siginicha Nzira

Siginecha yegwara inoteedzana yezvakadzokororwa zvakabatanidzwa zvinotora ruzivo rwakakosha nezve nzira yejometri uye topological maficha (Lyons et al., 2007; Fermanian, 2021).



Uyezve, siginicha yeX inotsanangurwa semuunganidzwa usingaperi wekusaina siginicha





Mumwe anogona kureva Lee uye Oberhauser (2023) yeakaundi yeiyo isina kunyorwa kernel siginecha. Onawo Chikamu A muAppendikisi kuti uwane rumwe ruzivo nezve siginecha nemidziyo yayo.


Iri bepa rinowanikwa pa arxiv pasi peCC BY 4.0 DEED rezinesi.