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Year of publication
Subject
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Electricity spot price 11 Stable distribution 9 Forecasts combination 8 Electricity price forecasting 7 Distributed generation 6 Factor model 6 Forecasting 6 Quantile regression 6 Agent-based model 5 Econophysics 5 Load forecasting 5 Option pricing 5 Prediction interval 5 Ruin probability 5 Seasonality 5 Electricity price 4 Forecast combination 4 Optimization 4 Probabilistic forecasting 4 Simulation 4 Vector autoregression 4 ARMA model 3 Autoregression (AR) model 3 Black-Scholes model 3 Day-ahead market 3 Demand response 3 Dynamic pricing 3 Electric load forecasting 3 Electricity load 3 Electricity market 3 Energy forecasting 3 Heavy-tailed distribution 3 Lamperti transformation 3 Loss distribution 3 Monte Carlo simulation 3 Neural network 3 Opinion dynamics 3 Power market 3 Principal components 3 Self-similar process 3
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Online availability
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Free 104 Undetermined 4
Type of publication
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Book / Working Paper 108
Language
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Undetermined 65 English 38 Polish 5
Author
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Weron, Rafal 59 Weron, Aleksander 16 Burnecki, Krzysztof 14 Maciejowska, Katarzyna 11 Kowalska-Pyzalska, Anna 10 Nowotarski, Jakub 10 Hong, Tao 9 Sznajd-Weron, Katarzyna 9 Wylomanska, Agnieszka 8 Janczura, Joanna 7 Misiorek, Adam 5 Broszkiewicz-Suwaj, Ewa 3 Liu, Bidong 3 Magdziarz, Marcin 3 Michna, Zbigniew 3 Nowicka-Zagrajek, Joanna 3 Orzel, Sebastian 3 Trueck, Stefan 3 Trück, Stefan 3 Zator, Michal 3 Gajda, Janusz 2 Janicki, Aleksander 2 Mercik, Szymon 2 Mista, Pawel 2 Teuerle, Marek 2 Tomczyk, Jakub 2 Bienkowski, Pawel 1 Bierbrauer, Michael 1 Borak, Szymon 1 Borgosz-Koczwara, Magdalena 1 Chernobai, Anna 1 Fan, Shu 1 Garlinski, Tomasz 1 Handika, Rangga 1 Hardle, Wolfgang 1 Härdle, Wolfgang 1 Iwanik, Jan 1 Janek, Agnieszka 1 Kluge, Tino 1 Kowalczyk, Wojtek 1
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Institution
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Hugo Steinhaus Center for Stochastic Methods, Politechnika Wrocławska 108
Published in...
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HSC Research Reports 108
Source
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RePEc 108
Showing 1 - 10 of 108
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Sister models for load forecast combination
Liu, Bidong; Liu, Jiali; Hong, Tao - Hugo Steinhaus Center for Stochastic Methods, … - 2015
This paper introduces the concept of sister models, and proposes a sister model based load forecast combination method to enhance the point forecasting accuracy. Using the data from the Global Energy Forecasting Competition 2014, we create a case study with 4 sister forecasts from 4 sister...
Persistent link: https://www.econbiz.de/10011161430
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Improving short term load forecast accuracy via combining sister forecasts
Nowotarski, Jakub; Liu, Bidong; Weron, Rafal; Hong, Tao - Hugo Steinhaus Center for Stochastic Methods, … - 2015
Although combining forecasts is well-known to be an effective approach to improving forecast accuracy, the literature and case studies on combining load forecasts are very limited. In this paper, we investigate the performance of combining so-called sister load forecasts with eight methods:...
Persistent link: https://www.econbiz.de/10011272115
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Short- and mid-term forecasting of baseload electricity prices in the UK: The impact of intra-day price relationships and market fundamentals
Maciejowska, Katarzyna; Weron, Rafal - Hugo Steinhaus Center for Stochastic Methods, … - 2015
In this paper we investigate whether considering the fine structure of half-hourly electricity prices, the market closing prices of fundamentals (natural gas, coal and CO2) and the system-wide demand can lead to significantly more accurate short- and mid-term forecasts of APX UK baseload prices....
Persistent link: https://www.econbiz.de/10011208077
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Probabilistic load forecasting via Quantile Regression Averaging on sister forecasts
Liu, Bidong; Nowotarski, Jakub; Hong, Tao; Weron, Rafal - Hugo Steinhaus Center for Stochastic Methods, … - 2015
Majority of the load forecasting literature has been on point forecasting, which provides the expected value for each step throughout the forecast horizon. In the smart grid era, the electricity demand is more active and less predictable than ever before. As a result, probabilistic load...
Persistent link: https://www.econbiz.de/10011212025
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Convenience yields and risk premiums in the EU-ETS - Evidence from the Kyoto commitment period
Trück, Stefan; Weron, Rafal - Hugo Steinhaus Center for Stochastic Methods, … - 2015
We examine convenience yields in the EU-wide CO2 emissions trading scheme (EU-ETS) during the first Kyoto commitment period (2008-2012). We find that the market has changed from initial backwardation to contango with significantly negative convenience yields in futures contracts. We further...
Persistent link: https://www.econbiz.de/10011199249
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A hybrid model for GEFCom2014 probabilistic electricity price forecasting
Maciejowska, Katarzyna; Nowotarski, Jakub - Hugo Steinhaus Center for Stochastic Methods, … - 2015
This paper provides detailed information on Team Poland’s approach in the electricity price forecasting track of GEFCom2014. A new hybrid model is proposed, consisting of four major blocks: point forecasting, pre-filtering, quantile regression modeling and post-processing. This universal model...
Persistent link: https://www.econbiz.de/10011278430
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13 lucky tips to juggle the analytics of forecasting
Hong, Tao - Hugo Steinhaus Center for Stochastic Methods, … - 2014
Energy forecasting is one of those areas of great importance to electric grid that gets little attention - even from power industry insiders. But you need to know how to make the best of your forecasting process. Here are 13 tips to get you started.
Persistent link: https://www.econbiz.de/10011165884
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Modeling consumer opinions towards dynamic pricing: An agent-based approach
Kowalska-Pyzalska, Anna; Maciejowska, Katarzyna; … - Hugo Steinhaus Center for Stochastic Methods, … - 2014
Using an agent-based modeling approach we show how personal attributes, like conformity or indifference, impact opinions of individual electricity consumers regarding innovative dynamic tariff programs. We also examine the influence of advertising, discomfort of usage and the expectations of...
Persistent link: https://www.econbiz.de/10010765435
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Merging quantile regression with forecast averaging to obtain more accurate interval forecasts of Nord Pool spot prices
Nowotarski, Jakub; Weron, Rafal - Hugo Steinhaus Center for Stochastic Methods, … - 2014
We evaluate a recently proposed method for constructing prediction intervals, which utilizes the concept of quantile regression (QR) and a pool of point forecasts of different time series models.We find that in terms of interval forecasting of Nord Pool day-ahead prices the new QR-based approach...
Persistent link: https://www.econbiz.de/10010765436
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Fundamental and speculative shocks, what drives electricity prices?
Maciejowska, Katarzyna - Hugo Steinhaus Center for Stochastic Methods, … - 2014
In the paper, Structural Vector Autoregressive models (SVAR) are used to identify fundamental and speculative shocks, in the UK electricity market. The structural shocks are identified via short run restrictions, which are imposed on the matrix of instantaneous effects. In the research, two main...
Persistent link: https://www.econbiz.de/10010765437
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