Coarse Coding Resource-Allocating Network

1993 ◽  
Vol 5 (1) ◽  
pp. 105-114 ◽  
Author(s):  
Gustavo Deco ◽  
Jürgen Ebmeyer
Keyword(s):  
Learning Process ◽  
Network Architecture ◽  
Receptive Fields ◽  
One Dimensional ◽  
Learning Speed ◽  
Output Mapping ◽  
Input Layer ◽  
Comparable Accuracy ◽  
The Subject ◽  
Coarse Coding

In recent years localized receptive fields have been the subject of intensive research, due to their learning speed and efficient reconstruction of hypersurfaces. A very efficient implementation for such a network was proposed recently by Platt (1991). This resource-allocating network (RAN) allocates a new neuron whenever an unknown pattern is presented at its input layer. In this paper we introduce a new network architecture and learning paradigm. The aim of our approach is to incorporate "coarse coding" to the resource-allocating network. The network presented here provides for each input coordinate a separate layer, which consists of one-dimensional, locally tuned gaussian neurons. In the following layer multidimensional receptive fields are built by using pi-neurons. Linear neurons aggregate the outputs of the pi-neurons in order to approximate the required input-output mapping. The learning process follows the ideas of the resource-allocating network of Platt but due to the extended architecture of our network other improvements of the learning process had to be defined. Compared to the resource-allocating network a more compact network with comparable accuracy is obtained.

Applying Circle Game to Enhance Students’ Speaking Skill

2020 ◽  
Vol 7 (2) ◽  
pp. 119
Author(s):  
Putri Denaya Side Ayu ◽  
Heri Hidayatullah ◽  
Sri Ariani
Keyword(s):  
Action Research ◽  
Learning Process ◽  
Active Involvement ◽  
Post Test ◽  
Speaking Skill ◽  
The Subject ◽  
The Mean ◽  
Classroom Action Research ◽  
Speaking Skills

This Collaborative Classroom Action Research aimed at enhancing students’ speaking skill through the application of Circle Game. It was conducted in one cycle consisting of two meetings. The subject was the seventh of C class of SMPN 2 Alas Barat consisting of 22 students. The types of data were qualitative (acquiring observation during the learning process) and quantitative (speaking tests). The results qualitatively showed that the implementation of Circle Game enhanced the students’ speaking skills. Such improvement could be seen from their enthusiasm, their interesting feeling in various materials presented by the teacher, their active involvement. In the quantitative findings, the result also showed a higher value of the mean score of the post-test (77.34) rather than the pre-test (75.75). In conclusion, the use of Circle Game can improve students’ speaking skill.

PENERAPAN METODE DISKUSI UNTUK MENINGKATKAN HASIL BELAJAR MATEMATIKA SISWA KELAS I SDN 004 TEMBILAHAN KOTA KECAMATAN TEMBILAHAN KABUPATEN INDRAGIRI HILIR

2018 ◽  
Vol 2 (2) ◽  
pp. 173
Author(s):  
Jaimah Jaimah
Keyword(s):  
Action Research ◽  
Initial Data ◽  
Learning Outcomes ◽  
Learning Process ◽  
Mathematics Learning ◽  
First Grade ◽  
Average Value ◽  
Concrete Objects ◽  
The Subject ◽  
Classroom Action Research

The background of this research is the low of mathematics learning result of grade 1 student of SDN 004Tembilahan Kota, for that done perbaiakan learning process by applying method of discussion. This researchwas conducted in SDN 004 Tembilahan Kota with the subject of research is the first grade students with 36students. This research is a classroom action research conducted two cycles. Based on the results of theresearch, it is found that the use of the method of disuksi can improve the students' learning outcomes aboutknowing and determining the length and weight with nonstandard units using concrete objects / concretesituation in the initial data, the total number of completed students is 12 students (33.3%) average 55.83. In thefirst cycle has increased the number of students who complete is 26 students (77.22%) with an average value of80.00. In the second cycle has increased with the total number of students who completed is 32 students (88.89)with an average value of 88.06.

HUBUNGAN PROFESIONALISME PENDIDIK TK DENGAN KINERJA PENDIDIK DI TK RAYON IV KOTA DUMAI

2019 ◽  
Vol 3 (3) ◽  
pp. 660
Author(s):  
Ranirizal Ranirizal
Keyword(s):  
Learning Process ◽  
Subject Matter ◽  
Significant Relationship ◽  
Teacher Performance ◽  
Teacher Professionalism ◽  
Learning Material ◽  
The Subject ◽  
Performance Development ◽  
Kindergarten Educators ◽  
Academic Qualifications

Performance is the performance shown by educators, both in quality and quantity in carrying out their duties in accordance with the responsibilities given to them professionally. Educator performance development is a very decisive factor in the success of the education and learning process. In fact, in Kindergarten Rayon IV, Dumai City, there is still a low level of competency standards possessed by educators. The intended competency standard is from the standard academic qualifications and four competencies that must be possessed by a kindergarten educator, namely pedagogic, professional, social and personality competencies. This is evidenced by educators not yet mastering learning material with the maximum known when the learning process educators are not able to explain well the subject matter, and educators have not shown maximum performance in carrying out their duties and functions. The purpose of this study was to see whether there was an influence on teacher professionalism on teacher performance in Dumai IV Rayon Kindergarten. The results of the study prove that there is a significant relationship between the professionalism of Kindergarten educators and the performance of educators in Kindergarten Rayon IV, Dumai City. This is evidenced by the value of Sig (2-tailed) professionalism on educator's performance of 0,000, so the calculation shows 0,000 <0.05. This means that Ha is accepted, that is, there is a significant relationship between the professionalism of Kindergarten educators and the Performance of Educators in Kindergarten Rayon IV, Dumai City.

IMPROVING THE STUDENTS’ READING COMPREHENSION ACHIEVEMENT IN DESCRIPTIVE TEXT THROUGH TEAM GAMES TOURNAMENT

2014 ◽  
Vol 3 (3) ◽  
Author(s):  
DesiYusnanda Sari And Sri MindaMurni
Keyword(s):  
Reading Comprehension ◽  
Learning Process ◽  
Quantitative Data ◽  
Qualitative Data ◽  
Reading Scores ◽  
Team Games ◽  
The Subject ◽  
The Mean ◽  
Teaching Learning ◽  
Data Reading

This study attempted to improve the students’ reading comprehension achievement in descriptive text through Team Games Tournament (TGT) method. This study was conducted by using classroom action research. The subject of the research was class IX SMP PAB 10 Medan Estate which consisted of 25 students. The research was conducted in two cycles and the first cycle consisted of four meetings the second cycle consisted of two meetings. The instruments for collecting the data were quantitative data (reading evaluation) and qualitative data (diary note, observation sheet and interview sheet). Based on reading scores, students’ score kept improving in every evaluation. In the test I the mean was 65,33, in the test II the mean was 71,72 and the test III the mean was 84,54.Based on diary note, observation sheet and interview sheet, it was found that teaching-learning process ran well. Students were active, enthusiastic, and interested in reading. The result of the research showed that Team Games Tournament (TGT) method significantly improved students’ achievement in reading comprehension especially in reading descriptive text.

IMPROVING STUDENTS’ ACHIEVEMENT IN WRITING NARRATIVE TEXT BY WATCHING MOVIE

2013 ◽  
Vol 2 (2) ◽  
Author(s):  
Yohanna Situmeang And Busmin Gurning
Keyword(s):  
Learning Process ◽  
Quantitative Data ◽  
Qualitative Data ◽  
English Teachers ◽  
Narrative Text ◽  
Narrative Writing ◽  
Class Viii ◽  
The Subject ◽  
Teaching Learning ◽  
Orientation Test

This study was attempted to improve students’ achievement in writing narrativetext by watching movies. This study was conducted by using classroom action researchin two cycles. Cycle I consisted of four meetings while Cycle II consisted of twomeetings. The subject of the research was class VIII-A SMP SWASTA IMMANUELMEDAN. The number of the students was 34. To collect the data, the instruments werequantitative and qualitative data. The quantitative data was the scores of the studentsand the qualitative data was interview sheets, observation sheets, and diary notes. Basedon the writing score, students’ score were improving in every test. It can be seen inOrientation test, Test I in Cycle I, and Test II in Cycle II. In Orientation test, the meanscore was 37.94 then it was improved to 65.85 in Test I. In the end of cycle II, the meanscore for test II was again improved to 83.41. Based on interview sheets, observationsheets and diary notes, it was found that teaching-learning process ran well. In line withthe data, it showed that the application of watching movies significantly improvedstudent’s achievement in writing narrative text. English teachers were suggested to givemovies to be watched as guidance on students’ narrative writing in the class.

IMPROVING STUDENTS’ WRITING ACHIEVEMENT THROUGH THE PROCESS GENRE APPROACH

2013 ◽  
Vol 2 (2) ◽  
Author(s):  
Sri Wuri Handayani And Masitowarni Siregar
Keyword(s):  
Action Research ◽  
Learning Process ◽  
Qualitative Data ◽  
Score Test ◽  
Writing Achievement ◽  
The Subject ◽  
The Mean ◽  
Teaching Learning ◽  
Orientation Test ◽  
Interview Questionnaire

This study attempts to Improving Students’ Achievement Through the Process GenreApproach. The objective of the study is to discover whether the use of the ProcessGenre approach could significantly improve students’ writing achievement. This studyconduct by applying Classroom Action Research which was carried out in two cycles inten meetings. The subject of this study of SMA Panca Budi Medan which consisted of39 students of class X – 2 reguler.. Orientation test was done in the first meeting, test IIwas done in the fourth meeting, and test III was done in the last meeting. The mean ofstudents’ score test III (76,242) was higher than the test II (66,878) and test I (57,606).Besides, the qualitative data was taken from observation sheet, interview, questionnaire,and diary notes. It was found that teaching learning process ran well. By applying theProcess Genre Approach in the classroom, the students understood the content ofdescriptive text easily. They also were active and enthusiastic during the teachinglearning process. The result of the research showed that the application of the ProcessGenre approach significantly improved students’ achievement in writing descriptive text

IMPROVING STUDENTS’ ACHIEVEMENT IN SPEAKING THROUGH TWO STAY TWO STRAY STRATEGY

2013 ◽  
Vol 2 (2) ◽  
Author(s):  
Dita Masyitah Sianipar And Sumarsih
Keyword(s):  
Action Research ◽  
Learning Process ◽  
Quantitative Data ◽  
Test Score ◽  
Qualitative Data ◽  
Speaking Test ◽  
The Subject ◽  
The Mean ◽  
Teaching Learning ◽  
The Way

This study deals with the way to improve students’ achievement in speaking particularly through Two Stay Two Stray Strategy. This study was conducted by using classroom action research. The subject of of the research was class X-AP SMK Swasta Harapan Danau Sijabut in Asahan Regency that consisted of 34 students. The research was conducted in two cycles consisted of three meetings in each cycle. The instruments of collecting data for quantitative data used Speaking Test and instrument for analysis of qualitative data used observation, interview and questionnaire sheet. Based on the speaking test score, students’ score kept improving in every test. In the test I the mean was 61,47, in the test II the mean was 67,41 and the test III the mean was 78,52. Based on observation sheet and questionnaire sheet, it was found that teaching learning process run well and lively. Students were active and interest in speaking. The using of Two Stay Two Stray Strategy is significantly improved students’ achievement in speaking.

IMPROVING THE STUDENTS ACHIEVEMENT IN SPEAKING THROUGH TEAMS-GAMES-TOURNAMENT TECHNIQUE

2014 ◽  
Vol 3 (1) ◽  
Author(s):  
Ramadhayani Fitri Nasution And Busmin Gurning
Keyword(s):  
Action Research ◽  
Learning Process ◽  
Teaching And Learning ◽  
Qualitative Data ◽  
Speaking Test ◽  
The Subject ◽  
Thinking Process ◽  
Classroom Action Research

The objective of this study was to investigate whether the application of Teams-Games-Tournament Technique improve the students achievement in Speaking. This study was an classroom action research. The subject of this study was class XI IPA 3 SMA Muhammadiyah 8 Kisaran which consists of 35 students. The study was conducted in two cycles, cycle I consisted of three meetings and cycle II was consisted of three meetings. The instruments for collecting data were quantitative (oral speaking test) and qualitative data (observation sheet and diary note). Based on speaking scores, students’ score kept improving in every evaluation and based on observation sheet and diary note, it was found that teaching and learning process ran well. Students could enlarge their thinking process. The result of this study showed that Teams-Games-Tournament improved students’ achievement in speaking.

IMPROVING GRADE V STUDENTS’ VOCABULARY ACHIEVEMENT THROUGH FLASH CARDS

2014 ◽  
Vol 3 (1) ◽  
Author(s):  
Sabatini Sitorus And Masitowarni Siregar
Keyword(s):  
Action Research ◽  
Learning Process ◽  
Qualitative Data ◽  
Vocabulary Test ◽  
Flash Cards ◽  
The Subject ◽  
The Mean ◽  
Classroom Action Research ◽  
Teaching Learning ◽  
Vocabulary Achievement

This study attempts to increase students’ vocabulary achievement by using flash cards. The objective of the study is to investigate whether the using of flash card can improve students’ vocabulary achievement. This study conduct by applying Classroom Action Research which was carried out in two cycles in six meetings. The subject of this study of SD Negeri 174559 Siraituruk, Porsea which consisted of 34 students. For collecting data, the instruments used were quantitative (vocabulary test) and qualitative data (interview sheet, observation sheet, and diary notes. Based on the data, it was found that the mean of the second cycle (80, 44) is higher than the mean of first cycle (64, 85) and pre-test (44, 41).  Based on interview sheet, observation sheet and diary notes, it was found thee students were more active and more enthusiastic during the teaching learning process in the second cycle than the first one. It was concluded that teaching vocabulary by using  flash cards can improve the students’ vocabulary achievement.

IMPROVING STUDENT’S VOCABULARY ACHIEVEMENT IN WITING DESCRIPTIVE TEXT THROUGH MAKE A MATCH METHOD

2013 ◽  
Vol 2 (4) ◽  
Author(s):  
Irma Lely Lumban Gaol And Johan Sinulingga
Keyword(s):  
Data Analysis ◽  
Action Research ◽  
Learning Process ◽  
Match Method ◽  
Writing Test ◽  
The Subject ◽  
Classroom Action Research ◽  
Teaching Learning ◽  
Descriptive Writing ◽  
Vocabulary Achievement

This study is concerned with the improving student’s vocabulary achievement in writing descriptive text through Make a Match Method. The objective of this study was to discover whether the use of Make a Match Method could significantly improve students’ vocabulary achievement in writing descriptive text. This study was conducted by applying Classroom Action Research which was carried out in two cycles in six meetings. The subject of this study was students of SMA Negeri 1 Pollung which consisted of 34 students. The instruments for collecting data were descriptive writing test, observation sheet, questionnaire sheet, and diary notes. The techniques for data analysis were quantitative and qualitative. It was found that teaching-learning process ran well. Students were active, enthusiastic and interested on writing descriptive text. The result of this study showed that the use of Make a Match Method significantly improved student’s vocabulary achievement in writing descriptive text.

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