A K-Nearest Neighbor Classifier for Ship Route Prediction

被引：0

作者：

Lo Duca, Angelica ^{[1
]}

Bacciu, Clara ^{[1
]}

Marchetti, Andrea ^{[1
]}

机构：

[1] CNR, Inst Informat & Telemat, Via G Moruzzi 1, I-56124 Pisa, Italy

来源：

OCEANS 2017 - ABERDEEN | 2017年

关键词：

D O I：

暂无

中图分类号：

O42 [声学];

学科分类号：

070206 ; 082403 ;

摘要：

Over the last years the number of AIS messages generated by ships to signal their position has been increasing thus permitting decision support systems to build new strategies based on the elaboration of such data. In this paper we propose an algorithm based on a K-Nearest Neighbor classifier to predict ships routes. The algorithm was tested on real data extracted from AIS messages collected around Malta. Experiments show that our algorithm reaches a precision of 0.794, a recall of 0.785 and an accuracy of 0.931.

引用

页数：6

共 50 条

[1] Hybrid k-Nearest Neighbor Classifier
Yu, Zhiwen
Chen, Hantao
Liu, Jiming
You, Jane
Leung, Hareton
Han, Guoqiang
[J]. IEEE TRANSACTIONS ON CYBERNETICS, 2016, 46 (06) : 1263 - 1275
[2] Evidential Editing K-Nearest Neighbor Classifier
Jiao, Lianmeng
Denoeux, Thierry
Pan, Quan
[J]. SYMBOLIC AND QUANTITATIVE APPROACHES TO REASONING WITH UNCERTAINTY, ECSQARU 2015, 2015, 9161 : 461 - 471
[3] Optimization Strategies for the k-Nearest Neighbor Classifier
Yepdjio Nkouanga H.
Vajda S.
[J]. SN Computer Science, 4 (1)
[4] K-Nearest Neighbor Classifier for Signature Verification System
Abdelrahaman, Ahmed A. A.
Abdallah, Ahmed M. E.
[J]. 2013 INTERNATIONAL CONFERENCE ON COMPUTING, ELECTRICAL AND ELECTRONICS ENGINEERING (ICCEEE), 2013, : 58 - 62
[5] Feature-weighted k-nearest neighbor classifier
Vivencio, Diego P.
Hruschka, Estevarn R., Jr.
Nicoletti, M. do Carmo
dos Santos, Edimilson B.
Galvao, Sebastian D. C. O.
[J]. 2007 IEEE SYMPOSIUM ON FOUNDATIONS OF COMPUTATIONAL INTELLIGENCE, VOLS 1 AND 2, 2007, : 481 - +
[6] An Improvement To The k-Nearest Neighbor Classifier For ECG Database
Jaafar, Haryati
Ramli, Nur Hidayah
Nasir, Aimi Salihah Abdul
[J]. MALAYSIAN TECHNICAL UNIVERSITIES CONFERENCE ON ENGINEERING AND TECHNOLOGY 2017 (MUCET 2017), 2018, 318
[7] Use of K-Nearest Neighbor classifier for intrusion detection
Liao, YH
Vemuri, VR
[J]. COMPUTERS & SECURITY, 2002, 21 (05) : 439 - 448
[8] Privacy-preserving k-Nearest Neighbor Classifier
Xu, Jian
Wang, An-Di
Bi, Meng
Zhou, Fu-Cai
[J]. Ruan Jian Xue Bao/Journal of Software, 2019, 30 (11): : 3503 - 3517
[9] Heart Disease Prediction Using k-Nearest Neighbor Classifier Based on Handwritten Text
Kedar, Seema
Bormane, D. S.
Nair, Vaishnavi
[J]. COMPUTATIONAL INTELLIGENCE IN DATA MINING, VOL 1, CIDM 2015, 2016, 410 : 49 - 56
[10] A Fast k-Nearest Neighbor Classifier Using Unsupervised Clustering
Vajda, Szilard
Santosh, K. C.
[J]. RECENT TRENDS IN IMAGE PROCESSING AND PATTERN RECOGNITION (RTIP2R 2016), 2017, 709 : 185 - 193

← 1 2 3 4 5 →