Data Reduction for Noisy Data Classification Using Semi-supervised Manifold-Preserving Graph Reduction

2020 ◽  
pp. 291-299
Author(s):  
Li Zhang ◽  
Qingqing Pang ◽  
Zhiqiang Xu ◽  
Xiaohan Zheng
Keyword(s):  
Data Reduction ◽  
Noisy Data ◽  
Data Classification ◽  
Graph Reduction

Data reduction and stacking for imbalanced data classification

2019 ◽  
Vol 37 (6) ◽  
pp. 7239-7249
Author(s):  
Ireneusz Czarnowski ◽  
Piotr Jędrzejowicz
Keyword(s):  
Data Reduction ◽  
Imbalanced Data ◽  
Data Classification ◽  
Imbalanced Data Classification

scholarly journals Implikatur dalam Lawakan Komika Abdur pada Acara Stand Up Comedy

2020 ◽  
Vol 10 (1) ◽  
pp. 83
Author(s):  
Elsya Rahmi ◽  
Tressyalina Tressyalina
Keyword(s):  
Data Analysis ◽  
Data Reduction ◽  
Qualitative Method ◽  
Data Classification ◽  
Research Data ◽  
Conversational Implicature ◽  
Note Taking ◽  
Conventional Implicature ◽  
Stand Up Comedy ◽  
Pragmatic Study

ABSTRAK Lawakan komika Abdur pada acara Stand Up Comedy tersebut mengandung implikatur. Kajian pragmatik mengenai implikatur dalam lawakan komika Abdur pada acara Stand Up Comedy di dalam penelitian ini menggunakan teori Grice dengan adanya 2 jenis implikatur, yakni: (1) implikatur konvensional dan (2) implikatur nonkonvensional atau implikatur percakapan. Penelitian ini menggunakan metode deskriptif kualitatif. Sumber data pada penelitian ini adalah tuturan komika Abdur pada acara Stand Up Comedy yang diperoleh melalui Youtube. Tujuan penelitian ini adalah untuk mendeskripsikan implikatur yang terdapat dalam lawakan komika Abdur pada acara Stand Up Comedy dan jenis implikatur yang terdapat dalam lawakan tersebut. Teknik pengumpulan data penelitian dilakukan dengan teknik simak dan catat, sedangkan analisis data melalui langkah identifikasi data, reduksi data, klasifikasi data, dan interpretasi data. Hasil penelitian sebagai berikut. (1) terdapat implikatur dalam lawakan Abdur pada acara Stand Up Comedy dan (2) ada 11 implikatur konvensional dalam lawakan Abdur pada acara Stand Up Comedy dan tidak ada implikatur nonkonvensional dalam lawakan tersebut.Kata Kunci: Implikatur, lawakan, stand up comedy  ABSTRACT The Abdur’s jokes on the Stand Up Comedy show contains implicature. This pragmatic study about the implicature of a comic Abdur’s jokes on Stand Up Comedy Show uses Grice’s theory in the presence of 2 types of implicature, namely: (1) conventional implicature and (2) non-conventional impicature or conversational implicature. This research uses descriptive qualitative method. The source of the research data is the Abdur’s speech on the Stand Up Comedy show obtained through YouTube. The purpose of this study is to describe the implicature of a comic Abdur’s jokes on Stand Up Comedy show. The data are collected by listening and note taking techniques. The data analysis steps include data identification, data reduction, data classification, and interpretation. The results of this study are as follows. (1) there are implicature of a comic Abdur’s Jokes on Stand Up Comedy Show and (2) there are 11 conventional implicature of a comic Abdur’s Jokes on Stand Up Comedy show and there is not non-conventional implicature.Keywords: Implicature, jokes, stand up comedy

scholarly journals Strategi Kelompok Bimbingan Ibadah haji (KBIH) Maqdis Dalam Meningkatkan Pelayanan Prima Terhadap Calon Jamaah Haji Tahun 2017

2019 ◽  
Vol 17 (1) ◽  
pp. 75-94
Author(s):  
Nuning Octaviani
Keyword(s):  
Service Delivery ◽  
Data Reduction ◽  
Data Classification ◽  
Qualitative Approach ◽  
Quality Of Services ◽  
Good Service ◽  
Customer Needs ◽  
Excellent Service ◽  
Descriptive Method

The purpose of this study is to determine the KBIH strategy in improving prime service in the form of customer needs or practical pilgrims as well as the needs of customers or pilgrims emotionally and the process of providing services in KBIH Maqdis in terms of improving excellent service for prospective pilgrims. The method used in this study is descriptive method using a qualitative approach. The research steps are taken by: determining the location of research, collecting data using observation techniques, interviews, literature studies, and documentation then analyzing data by means of data reduction then data classification and drawing conclusions. From the results of the study it can be concluded that the KBIH Maqdis strategy in improving excellent service is quite good because this can be seen from the practical needs given by KBIH Maqdis to prospective pilgrims. The KBIH Maqdis party provides good service in terms of its service, supervisor, management and chairman. Because the effort to provide good service is expected that pilgrims feel satisfied so that they can tell others about the quality of services provided by KBIH Maqdis to worshipers. The process of implementing service delivery can also look good, that is seen from the provision of excellent service in KBIH Maqdis, Bandung.Tujuan dari penelitian ini untuk mengetahui strategi KBIH dalam meningkatkan pelayanan prima berupa kebutuhan pelanggan atau jamaah secara praktis maupun kebutuhan para pelanggan atau jamaah secara emosional dan proses dari pemberian pelayanan yang ada di KBIH Maqdis dalam hal meningkatkan pelayanan prima terhadap calon jamaah.Metode yang digunakan pada penelitian ini adalah metode deskriptif dengan menggunakan pendekatan kualitatif. Adapun langkah-langkah penelitian ditempuh dengan: penentuan lokasi penelitian, pengumpulan data dengan menggunakan tehnik observasi, wawancara, studi kepustakaan, dan dokumentasi selanjutnya analisis data dengan cara reduksi data kemudian klasifikasi data dan penarikan kesimpulan.Dari hasil penelitian dapat disimpulkan bahwa strategi KBIH Maqdis dalam Meningkatkan pelayanan prima cukup baik karena hal ini dapat dilihat dari kebutuhan secara praktis yang diberikan KBIH Maqdis kepada calon jamaah haji. Pihak KBIH Maqdis memberikan pelayanan yang baik dari segi pelayanannya pembimbing, pengurus maupun ketuanya. Karena dengan upaya memberikan pelayanan yang baik diharapkan jamaah haji merasa puas sehingga dapat memberitahu kepada orang lain tentang kualitas pelayanan yang diberikan pihak KBIH Maqdis terhadap jamaah. Proses pelaksanaan pemberian pelayanan pun dapat terlihat baik yakni dilihat dari pemberian pelayanan prima yang ada di KBIH Maqdis Kota Bandung.

A Semantic Approach to Data Reduction for Weighted Graphs and Complex Queries

2018 ◽  
Vol 12 (02) ◽  
pp. 287-312 ◽  
Author(s):  
Shaoting Wang ◽  
Guigang Zhang ◽  
Phillip Sheu ◽  
Masahiro Hayakawa ◽  
Hiroyuki Shigematsu ◽  
...  
Keyword(s):  
Data Reduction ◽  
Synthesis Method ◽  
Reduction Rate ◽  
Critical Issue ◽  
Complex Data ◽  
Graph Reduction ◽  
Semantic Approach ◽  
Original Graph ◽  
Graph Data ◽  
Graph Problems

Graphs are widely used to store complex data nowadays: social networks, recommendation engines, computer networks and bioinformatics, to name a few. With a rapidly growing amount of data on the Internet in recent years, designing scalable systems to process the huge graph data efficiently has become a critical issue. In order to store and process the graph data efficiently in memory/disk, as well as to save time for transferring the data, graph compression techniques are often used. However, most of the existing graph data compression approaches are syntactic, which means they focus on graph structure and reduce it by serialization or redundancy removal. In this paper we focus on a semantic approach, namely query-based graph data reduction, which reduces a graph by preserving only the information relevant to the queries needed by an application. We study several classical graph problems and their applications, and design a suite of graph reduction algorithms to generate reduced graphs in which an application can still compute the same solutions. In addition, we design a synthesis method that can combine existing graph reduction algorithms to generate a reduced graph for a complex graph problem that includes more than one constraint. We also discuss incremental maintenance in order to update a reduced graph without reprocessing the whole graph again when the original graph is modified. We conduct experiments to compare the reduction rate of our algorithms with different sizes and types of data.

Ensemble Learning via Extreme Learning Machines for Imbalanced Data

2020 ◽  
pp. 59-88
Author(s):  
Adnan Omer Abuassba ◽  
Dezheng O. Zhang ◽  
Xiong Luo
Keyword(s):  
Ensemble Learning ◽  
Imbalanced Data ◽  
Noisy Data ◽  
Data Classification ◽  
Extreme Learning Machines ◽  
Learning Machines ◽  
Learning Machine ◽  
Heterogeneous Ensemble

Ensembles are known to reduce the risk of selecting the wrong model by aggregating all candidate models. Ensembles are known to be more accurate than single models. Accuracy has been identified as an important factor in explaining the success of ensembles. Several techniques have been proposed to improve ensemble accuracy. But, until now, no perfect one has been proposed. The focus of this research is on how to create accurate ensemble learning machine (ELM) in the context of classification to deal with supervised data, noisy data, imbalanced data, and semi-supervised data. To deal with mentioned issues, the authors propose a heterogeneous ELM ensemble. The proposed heterogeneous ensemble of ELMs (AELME) for classification has different ELM algorithms, including regularized ELM (RELM) and kernel ELM (KELM). The authors propose new diverse AdaBoost ensemble-based ELM (AELME) for binary and multiclass data classification to deal with the imbalanced data issue.

Progressive Ensemble Kernel-Based Broad Learning System for Noisy Data Classification

2021 ◽  
pp. 1-14
Author(s):  
Zhiwen Yu ◽  
Kankan Lan ◽  
Zhulin Liu ◽  
Guoqiang Han
Keyword(s):  
Noisy Data ◽  
Data Classification ◽  
Learning System

scholarly journals KRUNA WILANGAN BASA BALI KUNO SAJERONING KAMUS BASA BALI KUNO LAN PEPADANNYANE RING BASA BALI ANYAR

2019 ◽  
Vol 6 (1) ◽  
pp. 1
Author(s):  
Komang Endy Suastika ◽  
I Ketut Paramarta ◽  
Ida Ayu Putu Purnami
Keyword(s):  
Data Analysis ◽  
Data Reduction ◽  
Data Classification ◽  
Data Summarization ◽  
The Subject ◽  
Fractional Numbers

This study aims to describe (1) type of numbers in old Balinese, and (2) type of numbers in new Balinese. The subject of this study is the ancient Balinese inscription while the object is the numbers. The documentation method is used in order to collect the data. Then, the data analysis uses several techniques such as, data identification, data reduction, data classification, and data summarization. The result of this study was found that (1) type of the numbers in the old Balinese such as distributive numbers, collective numbers, indefinite distributive numbers, klitik numbers, measurement numbers, and fractional numbers, and (2) type of numbers in New Balinese which based on the same meanings, such as the equivalent forms, the similar forms, and the different forms.

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