• 제목/요약/키워드: Market Price

검색결과 2,952건 처리시간 0.03초

Using Machine Learning Algorithms for Housing Price Prediction: The Case of Islamabad Housing Data

  • Imran, Imran;Zaman, Umar;Waqar, Muhammad;Zaman, Atif
    • Soft Computing and Machine Intelligence
    • /
    • 제1권1호
    • /
    • pp.11-23
    • /
    • 2021
  • House price prediction is a significant financial decision for individuals working in the housing market as well as for potential buyers. From investment to buying a house for residence, a person investing in the housing market is interested in the potential gain. This paper presents machine learning algorithms to develop intelligent regressions models for House price prediction. The proposed research methodology consists of four stages, namely Data Collection, Pre Processing the data collected and transforming it to the best format, developing intelligent models using machine learning algorithms, training, testing, and validating the model on house prices of the housing market in the Capital, Islamabad. The data used for model validation and testing is the asking price from online property stores, which provide a reasonable estimate of the city housing market. The prediction model can significantly assist in the prediction of future housing prices in Pakistan. The regression results are encouraging and give promising directions for future prediction work on the collected dataset.

돈육선물의 가격발견에 관한 연구 (A Study on the Price Discovery of Lean Hog Futures)

  • 변영태
    • 한국조리학회지
    • /
    • 제23권2호
    • /
    • pp.126-134
    • /
    • 2017
  • 본 연구의 목적은 우리나라 돈육 선물시장이 현물시장에 대해 가격발견기능을 제대로 수행하고 있는지를 알아보는 것이다. 이러한 분석을 위해 2011년 1월 5일부터 2012년 12월 28일까지 자료가 사용되었다. 연구의 주요 결과는 다음과 같다. 첫째, 돈육 선물과 현물가격은 장기적으로 균형관계가 존재하는 것으로 나타났다. 둘째, 오차수정모형의 오차수정계수를 이용한 분석에서는 돈육 선물시장이 현물시장에 대해 가격발견기능의 역할을 주도적으로 수행하는 것으로 나타났다. 셋째, Gonzalo와 Granger(1995)와 Hasbrouck(1995)가 제시한 방법론에 따라 GG 정보비율과 Hasbrouck 정보비율 분석에 의하면 우리나라의 돈육 선물시장은 현물시장에 대해 가격발견에 있어서 강하지는 않지만, 어느 정도 우월한 역할을 하고 있는 것으로 나타났다.

VAR 모형을 이용한 주가, 금리, 물가, 주택가격의 관계에 대한 실증연구 (An Empirical Analysis on the Relationship between Stock Price, Interest Rate, Price Index and Housing Price using VAR Model)

  • 김재경
    • 유통과학연구
    • /
    • 제11권10호
    • /
    • pp.63-72
    • /
    • 2013
  • Purpose - This study analyzes the relationship and dynamic interactions between stock price index, interest rate, price index, and housing price indices using Korean monthly data from 2000 to 2013, based on a VAR model. This study also examines Granger causal relationships among these variables in order to determine whether the time series of one is useful in forecasting another, or to infer certain types of causal dependency between stochastic variables. Research design, data, and methodology - We used Korean monthly data for all variables from 2000: M1 to 2013: M3. First, we checked the correlations among different variables. Second, we conducted the Augmented Dickey-Fuller (ADF) test and the co-integration test using the VAR model. Third, we employed Granger Causality tests to quantify the causal effect from time series observations. Fourth, we used the impulse response function and variance decomposition based on the VAR model to examine the dynamic relationships among the variables. Results - First, stock price Granger affects interest rate and all housing price indices. Price index Granger, in turn, affects the stock price and six metropolitan housing price indices. However, none of the Granger variables affect the price index. Therefore, it is the stock markets (and not the housing market) that affects the housing prices. Second, the impulse response tests show that maximum influence on stock price is its own, and though it is influenced a little by interest rate, price index affects it negatively. One standard deviation (S.D.) shock to stock price increases the housing price by 0.08 units after two months, whereas an impulse shock to the interest rate negatively impacts the housing price. Third, the variance decomposition results report that the shock to the stock price accounts for 96% of the variation in the stock price, and the shock to the price index accounts for 2.8% after two periods. In contrast, the shock to the interest rate accounts for 80% of the variation in the interest rate after ten periods; the shock to the stock price accounts for 19% of the variation; however, shock to the price index does not affect the interest rate. The housing price index in 10 periods is explained up to 96.7% by itself, 2.62% by stock price, 0.68% by price index, and 0.04% by interest rate. Therefore, the housing market is explained most by its own variation, whereas the interest rate has little impact on housing price. Conclusions - The results of the study elucidate the relationship and dynamic interactions among stock price index, interest rate, price index, and housing price indices using VAR model. This study could help form the basis for more appropriate economic policies in the future. As the housing market is very important in Korean economy, any changes in house price affect the other markets, thereby resulting in a shock to the entire economy. Therefore, the analysis on the dynamic relationships between the housing market and economic variables will help with the decision making regarding the housing market policy.

비대칭적 정보 하에서 진입 억제와 가격 경쟁 (Entry Deterrence and Price Competition under Asymmetric Information)

  • 맹주열;최성용
    • 경영과학
    • /
    • 제33권4호
    • /
    • pp.65-75
    • /
    • 2016
  • We study limit pricing in a price-based duopoly market under asymmetric information on the demand state. An incumbent, who is a monopolist in the initial period, has complete information on the size of a market, while a potential entrant only knows it partially. After observing the sales price of the incumbent in the first period, the entrant decides whether to enter a duopoly market and the sales price if she chooses to. We present a separating perfect Bayesian equilibrium, which indicates that limit pricing can deter the entry of a potential entrant under price competition when there is information asymmetry about the demand state.

우리나라 제화시장의 시장세분화 및 경쟁구조 분석 (An Analysis of Market Segmentation and the Competitive Structure of the Shoes Market in Korea)

  • 신정원;황선진;이윤경
    • 복식
    • /
    • 제58권7호
    • /
    • pp.92-103
    • /
    • 2008
  • The purpose of this study was to subdivide the shoes market in Korea and to evaluate the size and competitive strength of each segment. In order to implement the purpose of this study, the data of 300 respondents were analyzed using CBC(Choice-Based Conjoint measurement) and mixture model. The part-worth utilities were then used to predict the impact of price change on the choice probability using the legit model. As a result, the mixture model showed the optimal segments number and the shoes market in Korea was divided into 4 segments. Each segment was identified by distinctive characteristics such as brands, price and demand for comfortable shoes. Also, as a result of grasping the competitive structure and the competitive strength by sub-markets, one group was sensitive to price according to each competitive situation, whereby the choice probability was greatly influenced, and the other group on the contrary. This study made it clear that discrimination between brands whose profits Increase sharply if price is lowered and brands whose profits do not increase even if price is lowered can help brand managers with their decision-making on price lowering.

다면적인 가격지각이 의복구매과정에 미치는 영향 - 구매태도 및 행동과의 관계를 중심으로 - (The Multi-Faceted Influence of Price on Consumers' Purchasing Process of Apparel Products - Relationships with Attitudinal and Behavioral Variables -)

  • 이규혜;이은영
    • 대한가정학회지
    • /
    • 제40권9호
    • /
    • pp.1-15
    • /
    • 2002
  • The multi-faceted influence of price on consumers' purchasing process of apparel products: Relationships with attitudinal and behavioral variables Price has a significant relationship to clothing products not only because of its practical, emotional and symbolic attributes but also because of its wide range and frequent changes. The purpose of this study was to identify the multi-faceted influence of price on consumers' purchasing process of clothing products. Six types of price-perceptions were related to various attitudinal and behavioral variables in a clothing purchase. A questionnaire was developed and data were collected from 720 adult women living in Seoul. Factor analysis, multiple regression, t-test and canconical correlation were employed to analyze the data. Low price consciousness was negatively related to product-oriented aspects of clothing and effected the one-price sale, visiting public markets and using interpersonal sources of price information. Value for money consciousness was positively related to product-oriented aspects of clothing and consumers' age or marriage and effected price considerations at the on-purchase and post-purchase stage. Price-quality inference was related to product-oriented and market-oriented aspects of clothing while price-prestige inference was related to visual and symbolic aspects of clothing and effected normal-price purchasing. Sale proneness was related to market-oriented aspects of clothing and effected seasonal sale price purchasing and price mavenism was related to market-oriented and visual aspects of clothing and effected price considerations at the pre-purchase stage.

프랑스 주택 임대료 규제 및 관련 제도 연구 (House Rent Control System and Its Implementation in France)

  • 이성근;최민아
    • 토지주택연구
    • /
    • 제9권4호
    • /
    • pp.1-9
    • /
    • 2018
  • Since year 2000, French housing and rent prices rose at a rapid rate and the housing market has been overheated. Face to this phenomena, the French government enacted a new law Alur which is a legislatif tool to control the private housing rent price for the cities, where the tension of the housing market is very high. This new law has impacted the housing market in two major ways. First, for the 38 cities designated by this law, the rent price's increase rate can not rise above the IRL, which is the rent reference index. Secondly, this law also permits local authorities to control the housing rent's price following the concrete price guidance. Especially in Paris, the city applicated this method for private rental housing since 2015. This city classified its own area by 14 zones. Based on the market surveys of each sector, local authority made a guidance for private housing rent's price. The guideline is consisted of average prices, maxima and minima price by types, which is classified by the construction year, number of rooms and furnished or not. Therefore, this study aims to understand french housing rent's price control system and draw implementation for korean housing rent policies. This research is meaningful for it introduces recent foreign regislations which could be helpful to control the housing market in Korea.

The Impacts of Oil Price and Exchange Rate on Vietnamese Stock Market

  • NGUYEN, Tra Ngoc;NGUYEN, Dat Thanh;NGUYEN, Vu Ngoc
    • The Journal of Asian Finance, Economics and Business
    • /
    • 제7권8호
    • /
    • pp.143-150
    • /
    • 2020
  • This study aims to investigate the effect of oil price and exchange rate on the two Vietnamese stock market indices: VN index and HXN index. This study uses the daily data from August 1st 2000 to October 25th 2019 of the two Vietnamese stock indices: VN index and HNX index, the two oil price indices: BRENT and WTI, and the two exchange rates: US dollar to Vietnamese dong and Euro to Vietnamese dong. Due to the presence of heteroskedasticity in our data, we use GARCH (1,1) regression model to perform our analysis. Our findings show that the oil price has a significant positive effect on the two Vietnamese stock market indices. In terms of the stock index volatility, both the VN index and HNX index volatilities are negatively impacted by the return of oil price. While the conclusion about the impact of oil price remained consistent through all three robustness tests, the effect of exchange rate on Vietnamese stock market indices is not consistent. We find thatchanges of the USD/VND exchange rate significantly impact the return and volatility of HNX index only in GARCH (1,1) setting. Our analysis also survives a number of robustness tests.

DTW를 이용한 패턴 기반 일중 price momentum 효과 분석 (Analysis of intraday price momentum effect based on patterns using dynamic time warping)

  • 이천주;안원빈;오경주
    • Journal of the Korean Data and Information Science Society
    • /
    • 제28권4호
    • /
    • pp.819-829
    • /
    • 2017
  • 가격의 추세가 형성되면 그 방향으로 진행하려는 price momentum 현상은 여러 국가의 거의 모든 주식, 채권 및 통화 시장에서 관찰되고 있다. KOSPI200선물을 대상으로 거래량 패턴과 일중 price momentum을 분석하였다. KOSPI200선물에서 장이 열릴 때와 닫힐 때 거래량이 집중되는 U자형 거래량 패턴이 관찰되었다. 9시 10분의 가격 수익률이 9시 시초가 대비 양 (+)이면 매수, 음 (-)이면 매도 진입하여 종가에 청산하는 전략의 유효성을 확인함으로써 일중 price momentum 현상이 존재함을 확인하였다. 또한, 9시부터 9시 10분까지 수익률이 점점 증가되는 J자형 가격 패턴 경우는 그렇지 않은 패턴 경우보다 price momentum 현상이 더 강함을 분석하였다. J자형 가격 패턴 여부를 판단하는 방법으로 DTW 분석 방식을 사용하였다. DTW 분석은 일중 가격 움직임을 예측하는데 유용함을 확인할 수 있었다.

넙치 관측사업 효과분석 : 가격안정 및 시장효율성 개선효과, 산지-도매가격간 인과성 분석을 중심으로 (The Effects of Olive Flounder Outlook Project : Price Stabilization, Market Efficiency, and Causality Analysis on the Prices by Distributional Channel)

  • 이헌동;안병일
    • 수산경영론집
    • /
    • 제47권1호
    • /
    • pp.1-20
    • /
    • 2016
  • The purpose of this study is to assess the effects of outlook project for olive flounder, from the view point of price stabilization, market efficiency, and causality of the prices in different distribution channels. Analytical results show that the volatility of producer price of olive flounder has been significantly mitigated after the implementation of the outlook project. The market efficiency is estimated to be improved after implementing the outlook project although there is an inefficiency on price determination process in some producing regions. The causality test on the producer and wholesale price shows that producing stage leads the wholesale stage in forming the prices. It is found that Jeju leads the flounder price on the size of 500g and 2kg, while Wando leads the price of 1kg size. These estimation result as whole indicate that outlook project for olive flounder has accomplished the intended goals.