• Title/Summary/Keyword: Inductive approach

Search Result 107, Processing Time 0.024 seconds

An Evolutionary Approach to Inferring Decision Rules from Stock Price Index Predictions of Experts

  • Kim, Myoung-Jong
    • Management Science and Financial Engineering
    • /
    • v.15 no.2
    • /
    • pp.101-118
    • /
    • 2009
  • In quantitative contexts, data mining is widely applied to the prediction of stock prices from financial time-series. However, few studies have examined the potential of data mining for shedding light on the qualitative problem-solving knowledge of experts who make stock price predictions. This paper presents a GA-based data mining approach to characterizing the qualitative knowledge of such experts, based on their observed predictions. This study is the first of its kind in the GA literature. The results indicate that this approach generates rules with higher accuracy and greater coverage than inductive learning methods or neural networks. They also indicate considerable agreement between the GA method and expert problem-solving approaches. Therefore, the proposed method offers a suitable tool for eliciting and representing expert decision rules, and thus constitutes an effective means of predicting the stock price index.

A Study on the didactical phenomenology of the negative numbers (음수의 교수 현상학적 연구)

  • 우정호;최병철
    • Journal of Educational Research in Mathematics
    • /
    • v.13 no.1
    • /
    • pp.25-55
    • /
    • 2003
  • In the school mathematics, the negative numbers have been instructed by means of intuitive models(concrete situation models, number line model, colour counter model), inductive-extrapolation approach, and the formal approach using the inverse operation relations. These instructions on the negative numbers have caused students to have the difficulty in understanding especially why the rules of signs hold. It is due to the fact that those models are complicated, inconsistent, and incomplete. So, students usually should memorize the sign rules. In this study we studied on the didactical phenomenology of the negative numbers as a foundational study for the improvement of teaching negative numbers. First, we analysed the formal nature of the negative numbers and the cognitive obstructions which have showed up in the historic-genetic process of them. Second, we investigated what the middle school students know about the negative numbers and their operations, which they have learned according to the current national curriculum. The results showed that the degree they understand the reasons why the sign rules hold was low Third, we instructed the middle school students about the negative number and its operations using the formal approach as Freudenthal suggest ed. And we investigated whether students understand the formal approach or not. And we analysed the validity of the new teaching method of the negative numbers. The results showed that students didn't understand the formal approach well. And finally we discussed the directions for improving the instruction of the negative numbers on the ground of these didactical phenomenological analysis.

  • PDF

A Study on Expressive Aspects of Contemporary Architecture (현대건축의 표현양상에 관한 연구)

  • 이근택
    • Journal of the Korean housing association
    • /
    • v.8 no.3
    • /
    • pp.49-58
    • /
    • 1997
  • This Study is to divide aspects broadly that can be suggested with eyes to contemporary issues through assertions of contemporary theorists. verify those on case studies. and search for criteria on the framework of composition on expression of contemporary architecture. As the proposal of this study. the unified approach through a deductive and inductive study in the light of humanism and design creativity can establish the built environment considering human-centered architecture.

  • PDF

A Feedback Wideband CMOS LNA Employing Active Inductor-Based Bandwidth Extension Technique

  • Choi, Jaeyoung;Kim, Sanggil;Im, Donggu
    • Smart Media Journal
    • /
    • v.4 no.2
    • /
    • pp.55-61
    • /
    • 2015
  • A bandwidth-enhanced ultra-wide band (UWB) CMOS balun-LNA is implemented as a part of a software defined radio (SDR) receiver which supports multi-band and multi-standard. The proposed balun-LNA is composed of a single-to-differential converter, a differential-to-single voltage summer with inductive shunt peaking, a negative feedback network, and a differential output buffer with composite common-drain (CD) and common-source (CS) amplifiers. By feeding the single-ended output of the voltage summer to the input of the LNA through a feedback network, a wideband balun-LNA exploiting negative feedback is implemented. By adopting a source follower-based inductive shunt peaking, the proposed balun-LNA achieves a wider gain bandwidth. Two LNA design examples are presented to demonstrate the usefulness of the proposed approach. The LNA I adopts the CS amplifier with a common gate common source (CGCS) balun load as the S-to-D converter for high gain and low noise figure (NF) and the LNA II uses the differential amplifier with the ac-grounded second input terminal as the S-to-D converter for high second-order input-referred intercept point (IIP2). The 3 dB gain bandwidth of the proposed balun-LNA (LNA I) is above 5 GHz and the NF is below 4 dB from 100 MHz to 5 GHz. An average power gain of 18 dB and an IIP3 of -8 ~ -2 dBm are obtained. In simulation, IIP2 of the LNA II is at least 5 dB higher than that of the LNA I with same power consumption.

Screening Effects of Double-track Electric Railway and Shielded Cables on Communication-Line Inductive Interference (전기철도 복선화 및 차폐 케이블 적용에 따른 통신선 유도장해 차폐 효과)

  • Seol, Il-Hwan;Choi, Kyu-Hyoung
    • Journal of the Korea Academia-Industrial cooperation Society
    • /
    • v.14 no.10
    • /
    • pp.5148-5155
    • /
    • 2013
  • The induced voltage on the telecommunication cable generated by nearby electric railway system may bring about telecommunication errors and safety accidents. In order to reduce the induced voltage and to achieve communication reliability, the effect of the shield cables and the recent double-track railway systems on the inductive interference should be investigated. This paper analyzes the parameters which seriously influence the induced voltage on the telecommunication cables which run parallel with a AT-fed electric railway line, and provides a simulation-based approach to estimate the amount of the induced voltage. Simulation results indicate that the induced noise voltage generated by a double-track railway decreases by 18 % compared to that generated by a single-track railway, showing the screening effect by nearby track. The induced noise voltages on the 50%-shielded cable and 15%-shielded cable decrease to 1/8 and 1/15 of the induced voltage on the non-shielded cable, respectively. A meaningful shield effect is achieved and the induced voltage is minimized by the double-track railway and the shielded cable.

A Machine learning Approach for Knowledge Base Construction Incorporating GIS Data for land Cover Classification of Landsat ETM+ Image (지식 기반 시스템에서 GIS 자료를 활용하기 위한 기계 학습 기법에 관한 연구 - Landsat ETM+ 영상의 토지 피복 분류를 사례로)

  • Kim, Hwa-Hwan;Ku, Cha-Yang
    • Journal of the Korean Geographical Society
    • /
    • v.43 no.5
    • /
    • pp.761-774
    • /
    • 2008
  • Integration of GIS data and human expert knowledge into digital image processing has long been acknowledged as a necessity to improve remote sensing image analysis. We propose inductive machine learning algorithm for GIS data integration and rule-based classification method for land cover classification. Proposed method is tested with a land cover classification of a Landsat ETM+ multispectral image and GIS data layers including elevation, aspect, slope, distance to water bodies, distance to road network, and population density. Decision trees and production rules for land cover classification are generated by C5.0 inductive machine learning algorithm with 350 stratified random point samples. Production rules are used for land cover classification integrated with unsupervised ISODATA classification. Result shows that GIS data layers such as elevation, distance to water bodies and population density can be effectively integrated for rule-based image classification. Intuitive production rules generated by inductive machine learning are easy to understand. Proposed method demonstrates how various GIS data layers can be integrated with remotely sensed imagery in a framework of knowledge base construction to improve land cover classification.

An Allocation of Safety Integrity Level to Inductive Loop type Train Control System (유도루프식 열차제어시스템 안전무결성등급 할당)

  • Ryou, Sung-Kyun;Park, Jae-Young;Yun, Hak-Sun
    • The Journal of the Korea institute of electronic communication sciences
    • /
    • v.8 no.12
    • /
    • pp.1905-1910
    • /
    • 2013
  • This paper demonstrates the result of Safety Integrity Level (SIL) allocation for IL-type Train Control System(IL-TCS), by applying the semi-quantitative approach. IL-type TCS is defined in this paper as the set of Hardware and Software ATS equipment, Track-side ATP equipment, On-board ATP equipment, Track-side ATO equipment, On-board ATO equipment. SIL allocation is performed for these constituent subsystems of TCS. Based on three principles of the semi-quantitative method, the SIL allocation process is performed for the subsystems composing TCS.

Nursing students' experiences as dementia partners in volunteer activities: An inductive content analysis (간호대학생의 치매파트너 봉사활동 경험: 내용분석 연구)

  • Kim, Dooree;Park, Yunhee
    • The Journal of Korean Academic Society of Nursing Education
    • /
    • v.26 no.2
    • /
    • pp.146-156
    • /
    • 2020
  • Purpose: The purpose of this study was to investigate the experience of nursing students who volunteered as dementia partners for elderly persons with dementia. Methods: This qualitative study utilized focus group interviews to investigate the experiences of 20 nursing students who performed dementia partner activities for more than one year. Data were analysed using an inductive content analysis approach based on Elo & Kyngäs. Results: The analysis yielded the following four major themes: "becoming a dementia expert," "becoming an evangelist for prevention of dementia," "overcoming prejudices against aged with dementia," and "acquiring motivation and skills of geriatric nursing" That means the experience as a dementia partner serves as an opportunity to broaden human understanding and shows its potential as a means to complement the effectiveness of practical nursing education. Conclusion: Dementia partner experiences have changed the perception, attitude and behavior of nursing students about the aged with dementia, so there is a need to extend this kind of experience to other students in nursing. Moreover, educational policy support should be continuously provided for this purpose.

A Novel IPT System Based on Dual Coupled Primary Tracks for High Power Applications

  • Li, Yong;Mai, Ruikun;Lu, Liwen;He, Zhengyou
    • Journal of Power Electronics
    • /
    • v.16 no.1
    • /
    • pp.111-120
    • /
    • 2016
  • Generally, a single phase H-bridge converter feeding a single primary track is employed in conventional inductive power transfer systems. However, these systems may not be suitable for some high power applications due to the constraints of the semiconductor switches and the cost. To resolve this problem, a novel dual coupled primary tracks IPT system consisting of two high frequency resonant inverters feeding the tracks is presented in this paper. The primary tracks are wound around an E-shape ferrite core in parallel which enhances the magnetic flux around the tracks. The mutual inductance of the coupled tracks is utilized to achieve adjustable power sharing between the inverters by configuring the additional resonant capacitors. The total transfer power can be continuously regulated by altering the pulse width of the inverters' output voltage with the phase shift control approach. In addition, the system's efficiency and the control strategy are provided to analyze the characteristic of the proposed IPT system. An experimental setup with total power of 1.4kW is employed to verify the proposed system under power ratios of 1:1 and 1:2 with a transfer efficiency up to 88.7%. The results verify the performance of the proposed system.

A GA-based Inductive Learning System for Extracting the PROSPECTOR`s Classification Rules (프러스펙터의 분류 규칙 습득을 위한 유전자 알고리즘 기반 귀납적 학습 시스템)

  • Kim, Yeong-Jun
    • Journal of KIISE:Software and Applications
    • /
    • v.28 no.11
    • /
    • pp.822-832
    • /
    • 2001
  • We have implemented an inductive learning system that learns PROSPECTOR-rule-style classification rules from sets of examples. In our a approach, a genetic algorithm is used in which a population consists of rule-sets and rule-sets generate offspring through the exchange of rules relying on genetic operators such as crossover, mutation, and inversion operators. In this paper, we describe our learning environment centering on the syntactic structure and meaning of classification rules, the structure of a population, and the implementation of genetic operators. We also present a method to evaluate the performance of rules and a heuristic approach to generate rules, which are developed to implement mutation operators more efficiently. Moreover, a method to construct a classification system using multiple learned rule-sets to enhance the performance of a classification system is also explained. The performance of our learning system is compared with other learning algorithms, such as neural networks and decision tree algorithms, using various data sets.

  • PDF