A bootstrap approach for bandwidth selection in estimating conditional efficiency measures

Summary Objectives: In oncological studies, the hazard rate can be used to differentiate subgroups of the study population according to their patterns of survival risk over time. Nonparametric curve estimation has been suggested as an exploratory means of revealing such patterns. The decision about the type of smoothing parameter is critical for performance in practice. In this paper, we study data-adaptive smoothing. Methods: A decade ago, the nearest-neighbor bandwidth was introduced for censored data in survival analysis. It is specified by one parameter, namely the number of nearest neighbors. Bandwidth selection in this setting has rarely been investigated, although the heuristical advantages over the frequently-studied fixed bandwidth are quite obvious. The asymptotical relationship between the fixed and the nearest-neighbor bandwidth can be used to generate novel approaches. Results: We develop a new selection algorithm termed double-smoothing for the nearest-neighbor bandwidth in hazard rate estimation. Our approach uses a finite sample approximation of the asymptotical relationship between the fixed and nearest-neighbor bandwidth. By so doing, we identify the nearest-neighbor bandwidth as an additional smoothing step and achieve further data-adaption after fixed bandwidth smoothing. We illustrate the application of the new algorithm in a clinical study and compare the outcome to the traditional fixed bandwidth result, thus demonstrating the practical performance of the technique. Conclusion: The double-smoothing approach enlarges the methodological repertoire for selecting smoothing parameters in nonparametric hazard rate estimation. The slight increase in computational effort is rewarded with a substantial amount of estimation stability, thus demonstrating the benefit of the technique for biostatistical applications.

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Problem of energy efficiency in the model of sustainable development in Ukraine: EU experience

Socio-Economic Problems of the Modern Period of Ukraine ◽

10.36818/2071-4653-2019-1-4 ◽

2019 ◽

pp. 18-23

Author(s):

Vasyl Zelenko ◽

Yaryna Ferenchak ◽

Nataliya Zelenko

Keyword(s):

Energy Efficiency ◽

Sustainable Development ◽

Energy Saving ◽

Association Agreement ◽

Climate Conditions ◽

The Sustainable Development ◽

Non Profit ◽

Efficiency Measures ◽

Efficient Construction

The paper outlines major preconditions of development of energy efficiency programs and the process of their introduction from the perspective of sustainable development concept. Energy saving measures of European Union are examined, its experience and results, like green books and Thermie programs, etc are analyzed. The paper also specifies relevant activities and responsibilities undertaken by Member States by 2030 and the rates planned to be achieved. The experience of neighboring Poland in energy efficiency promotion is analyzed, as far as the country most closely resembles Ukraine by the initial rates in 1990. We calculated conditional losses of Ukraine in 2017 as the gap between the rates of energy efficiency of Ukraine and Poland (similarity of climate conditions and the state of housing funds allowed us to assume that the comparison will be the most correct regarding Ukraine). The results of calculations make us conclude that the funds are used most efficiently if the money designated, for example, for subsidizing of population are directed at strengthening of energy efficiency (at least up to the level of neighboring country). It will result in saving of about 40 billion. This is the amount defined as Ukrainian capacity in terms of improvement of energy saving and possible results of its realization. The paper determines the stage Ukraine is at in introduction of energy efficiency measures and programs: “warm loans” program; conditions regarding energy saving in Ukraine enshrined in the EU-Ukraine Association Agreement; creation of legal basis, namely the Law of Ukraine “On Energy Efficiency Fund” as of 8 June 2017. The role of newly created Energy Efficiency Fund is analyzed. Special attention is paid to the fact that energy efficient construction is one of international liabilities undertaken by Ukraine. The presence of The Active House Alliance at Ukrainian market is an important achievement in this sphere as it is the non-profit association aiming at creation of housing concept corresponding to the sustainable development principles.

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Mobile Value, Spectrum and Data Demand - A Bootstrap Approach

SSRN Electronic Journal ◽

10.2139/ssrn.2799357 ◽

2016 ◽

Author(s):

Brian Williamson ◽

Sam Wood

Keyword(s):

Bootstrap Approach

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Efficiency Measures and Regulation: Thai Electricity Generation

SSRN Electronic Journal ◽

10.2139/ssrn.677072 ◽

2004 ◽

Cited By ~ 2

Author(s):

Puree Sirasoontorn

Keyword(s):

Electricity Generation ◽

Efficiency Measures

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Impact of Passive Energy Efficiency Measures on Cooling Energy Demand in an Architectural Campus Building in Karachi, Pakistan

Sustainability ◽

10.3390/su13137251 ◽

2021 ◽

Vol 13 (13) ◽

pp. 7251

Author(s):

Mushk Bughio ◽

Muhammad Shoaib Khan ◽

Waqas Ahmed Mahar ◽

Thorsten Schuetze

Keyword(s):

Energy Efficiency ◽

Energy Demand ◽

Electricity Consumption ◽

Information Modeling ◽

Base Case ◽

Energy Efficiency Measures ◽

Efficiency Measures ◽

The Impact ◽

Cooling Energy Demand ◽

Campus Building

Electric appliances for cooling and lighting are responsible for most of the increase in electricity consumption in Karachi, Pakistan. This study aims to investigate the impact of passive energy efficiency measures (PEEMs) on the potential reduction of indoor temperature and cooling energy demand of an architectural campus building (ACB) in Karachi, Pakistan. PEEMs focus on the building envelope’s design and construction, which is a key factor of influence on a building’s cooling energy demand. The existing architectural campus building was modeled using the building information modeling (BIM) software Autodesk Revit. Data related to the electricity consumption for cooling, building masses, occupancy conditions, utility bills, energy use intensity, as well as space types, were collected and analyzed to develop a virtual ACB model. The utility bill data were used to calibrate the DesignBuilder and EnergyPlus base case models of the existing ACB. The cooling energy demand was compared with different alternative building envelope compositions applied as PEEMs in the renovation of the existing exemplary ACB. Finally, cooling energy demand reduction potentials and the related potential electricity demand savings were determined. The quantification of the cooling energy demand facilitates the definition of the building’s electricity consumption benchmarks for cooling with specific technologies.

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Energy Efficiency Solutions for Small and Medium-Sized Enterprises

Proceedings ◽

10.3390/proceedings2020065019 ◽

2021 ◽

Vol 65 (1) ◽

pp. 19

Author(s):

Joanna Southernwood ◽

Grigoris K. Papagiannis ◽

Erudino Llano Güemes ◽

Luisa Sileni

Keyword(s):

Energy Efficiency ◽

Energy Saving ◽

Energy Management ◽

Policy Recommendations ◽

Effective Energy ◽

Energy Audit ◽

Horizon 2020 ◽

Efficiency Measures ◽

Energy Audits ◽

Innovative Capacity

Few small and medium-sized enterprises (SMEs) have undertaken an energy audit to date and even fewer have taken action to implement energy-saving measures. Lack of time, knowledge, and finance, coupled with the low priority that SMEs give to energy management, are the most commonly cited barriers to effective energy management in SMEs. Four projects funded by Horizon 2020 (SPEEDIER, SMEmPower Efficiency, E2DRIVER, and Innoveas) have developed innovative capacity-building programmes designed to eliminate these barriers and encourage SMEs to undertake energy audits and implement the recommended energy efficiency measures. This paper presents an overview of the innovations being tested and suggests a series of policy recommendations that could help to drive uptake of energy audits in SMEs.

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