Object
Title: Multiple-instance learning with pairwise instance similarity
Contributor:
Abaev, Pavel - ed. ; Razumchik, Rostislav - ed. ; Kołodziej, Joanna - ed.
Subtitle:
Group publication title:
Abstract:
Multiple-Instance Learning (MIL) has attracted much attention of the machine learning community in recent years and many real-world applications have been successfully formulated as MIL problems. Over the past few years, several Instance Selection-based MIL (ISMIL) algorithms have been presented by using the concept of the embedding space. ; Although they delivered very promising performance, they often require long computation times for instance selection, leading to a low efficiency of the whole learning process. In this paper, we propose a simple and efficient ISMIL algorithm based on the similarity of pairwise instances within a bag. The basic idea is selecting from every training bag a pair of the most similar instances as instance prototypes and then mapping training bags into the embedding space that is constructed from all the instance prototypes. ; Thus, the MIL problem can be solved with the standard supervised learning techniques, such as support vector machines. Experiments show that the proposed algorithm is more efficient than its competitors and highly comparable with them in terms of classification accuracy. Moreover, the testing of noise sensitivity demonstrates that our MIL algorithm is very robust to labeling noise.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, volume 24, number 3 (2014) ; click here to follow the link
Language:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS)
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2014)
Last modified:
Apr 26, 2024
In our library since:
Apr 26, 2024
Number of object content hits:
49
All available object's versions:
https://zbc.uz.zgora.pl/repozytorium/publication/88782
Show description in RDF format:
Show description in OAI-PMH format:
-
International Journal of Applied Mathematics and Computer Science (AMCS)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26 (2016)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 25 (2015)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 1 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 2 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 3 (2014)
- Fitting traffic traces with discrete canonical phase type distributions and Markov arrival processes
- A discrete-time system with service control and repairs
- Analysis of an MMAP/PH1, PH2/N/[ the sign of infinity] queueing system operating in a random environment
- On truncations for weakly ergodic inhomogeneous birth and death processes
- Analysis of an M|G|1|R queue with batch arrivals and two hysteretic overload control policies
- Using a vision cognitive algorithm to schedule virtual machines
- High-performance simulation-based algorithms for an alpine ski racer`s trajectory optimization in heterogeneous computer systems
- Multiple-instance learning with pairwise instance similarity
- Imitation learning of car driving skills with decision trees and random forests
- A simultaneous localization and tracking method for a worm tracking system
- Methods for estimating vehicle queues at a marine terminal: A computational comparison
- A factor graph based genetic algorithm
- An unconditionally positive and global stability preserving NSFD scheme for an epidemic model with vaccination
- Multiple neural network integration using a binary decision tree to improve the ECG signal recognition accuracy
- Data mining methods for gene selection on the basis of gene expression arrays
- Forecasting return products in an integrated forward/reverse supply chain utilizing an ANFIS
- Modeling acquaintance networks based on balance theory
- A RED modified weighted moving average for soft real-time application
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 4 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 1 (2014)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 23 (2013)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 22 (2012)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 21 (2011)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 20 (2010)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 19 (2009)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 18 (2008)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 17 (2007)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 16 (2006)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 15 (2005)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 13 (2003)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 12 (2002)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 11 (2001)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 10 (2000)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 9 (1999)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 8 (1998)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 7 (1997)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 6 (1996)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 5 (1995)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 4 (1994)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 3 (1993)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 2 (1992)
-
International Journal of Applied Mathematics and Computer Science (AMCS),volume 1 (1991)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 26 (2016)
| Edition name | Date |
|---|---|
| Multiple-instance learning with pairwise instance similarity | Apr 26, 2024 |
