SlideShare a Scribd company logo
Collaborative Filtering-based Electricity Plan Recommender
System
ABSTRACT:
Owning to electricity market deregulation, residential customers now enjoy the
freedom to choose their preferred electricity retailers. This paper investigates the
application of recommender system, a fast-developing technique in machine
learning, into the task of recommending electricity plans for the individual
residential customer. Based on a collaborative filtering strategy, an electricity plan
recommender system (EPRS) is developed. By providing easily obtainable data of
some household appliances, residential customers of the EPRS are recommended
with predicted ratings of different plans, which can provide effective guidance to
customers in the selection of suitable plans and proper tariffs. Different numerical
tests are carried out to evalu-ate the performance of the EPRS. The EPRS
outperforms other strategies in the accuracy of recommendation result and is
verified to be a promising solution to electricity plan recommendation task.
SYSTEM REQUIREMENTS:
HARDWARE REQUIREMENTS:
 System : Pentium Dual Core.
 Hard Disk : 120 GB.
 Monitor : 15’’ LED
 Input Devices : Keyboard, Mouse
 Ram : 1 GB
SOFTWARE REQUIREMENTS:
 Operating system : Windows 7.
 Coding Language : Python
 Database : MYSQL
REFERENCE:
Yuan Zhang, Student Member, IEEE, Ke Meng, Member, IEEE, Weicong Kong,
Member, IEEE and Zhao Yang Dong, Fellow, IEEE, “Collaborative Filtering-
based Electricity Plan Recommender System”, IEEE Transactions on Industrial
Informatics, 2019.

More Related Content

Similar to Collaborative Filtering-based Electricity Plan Recommender System

DESIGN AND IMPLEMENTATION OF A WIRELESS SENSOR AND ACTUATOR NETWORK FOR ENERG...
DESIGN AND IMPLEMENTATION OF A WIRELESS SENSOR AND ACTUATOR NETWORK FOR ENERG...DESIGN AND IMPLEMENTATION OF A WIRELESS SENSOR AND ACTUATOR NETWORK FOR ENERG...
DESIGN AND IMPLEMENTATION OF A WIRELESS SENSOR AND ACTUATOR NETWORK FOR ENERG...
ijesajournal
 
Vivek_Presentation1.pptx
Vivek_Presentation1.pptxVivek_Presentation1.pptx
Vivek_Presentation1.pptx
VishalLabde
 
IRJET- IOT Based Residence Energy Control System
IRJET- IOT Based Residence Energy Control SystemIRJET- IOT Based Residence Energy Control System
IRJET- IOT Based Residence Energy Control System
IRJET Journal
 
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
gerogepatton
 
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
ijaia
 
IRJET- A Survey on Advanced Ration Distribution System
IRJET-  	  A Survey on Advanced Ration Distribution SystemIRJET-  	  A Survey on Advanced Ration Distribution System
IRJET- A Survey on Advanced Ration Distribution System
IRJET Journal
 
APE-Annotation Programming For Energy Eciency in Android
APE-Annotation Programming For Energy Eciency in AndroidAPE-Annotation Programming For Energy Eciency in Android
APE-Annotation Programming For Energy Eciency in Android
karanwayne
 
House_Electrical_Switches_Mobile_Phone_Control.pptx
House_Electrical_Switches_Mobile_Phone_Control.pptxHouse_Electrical_Switches_Mobile_Phone_Control.pptx
House_Electrical_Switches_Mobile_Phone_Control.pptx
NeilIvanNava
 
A COGNITIVE ENERGY DISTRIBUTION SYSTEM
A COGNITIVE ENERGY DISTRIBUTION SYSTEMA COGNITIVE ENERGY DISTRIBUTION SYSTEM
A COGNITIVE ENERGY DISTRIBUTION SYSTEM
ijp2p
 
A cognitive energy distribution system
A cognitive energy distribution systemA cognitive energy distribution system
A cognitive energy distribution system
ijp2p
 
A COGNITIVE ENERGY DISTRIBUTION SYSTEM
A COGNITIVE ENERGY DISTRIBUTION SYSTEMA COGNITIVE ENERGY DISTRIBUTION SYSTEM
A COGNITIVE ENERGY DISTRIBUTION SYSTEM
ijp2p
 
Learning Customer Behaviors for Effective Load Forecasting
Learning Customer Behaviors for Effective Load ForecastingLearning Customer Behaviors for Effective Load Forecasting
Learning Customer Behaviors for Effective Load Forecasting
JAYAPRAKASH JPINFOTECH
 
Ieeepro techno solutions ieee 2014 embedded prokect emb base paper 43
Ieeepro techno solutions  ieee 2014 embedded prokect emb base paper 43Ieeepro techno solutions  ieee 2014 embedded prokect emb base paper 43
Ieeepro techno solutions ieee 2014 embedded prokect emb base paper 43
srinivasanece7
 
Mobile Devices Selection System
Mobile Devices Selection SystemMobile Devices Selection System
Mobile Devices Selection System
daniel yong
 
electricitybillingsystem1-220912104502-8b0088a5 (1) (2).pptx
electricitybillingsystem1-220912104502-8b0088a5 (1) (2).pptxelectricitybillingsystem1-220912104502-8b0088a5 (1) (2).pptx
electricitybillingsystem1-220912104502-8b0088a5 (1) (2).pptx
AdityaSingh393412
 
E04512940
E04512940E04512940
E04512940
IOSR-JEN
 
The Use Of Smart Branch-Circuit Metering
The Use Of Smart Branch-Circuit MeteringThe Use Of Smart Branch-Circuit Metering
The Use Of Smart Branch-Circuit Metering
TrendPoint Systems, LLC
 
Design And Development of A Plug-In Type Wireless Data Logger for Energy Meas...
Design And Development of A Plug-In Type Wireless Data Logger for Energy Meas...Design And Development of A Plug-In Type Wireless Data Logger for Energy Meas...
Design And Development of A Plug-In Type Wireless Data Logger for Energy Meas...
IOSR Journals
 
Digitized Meter and Invoice Generation
Digitized Meter and Invoice GenerationDigitized Meter and Invoice Generation
Digitized Meter and Invoice Generation
IRJET Journal
 

Similar to Collaborative Filtering-based Electricity Plan Recommender System (20)

DESIGN AND IMPLEMENTATION OF A WIRELESS SENSOR AND ACTUATOR NETWORK FOR ENERG...
DESIGN AND IMPLEMENTATION OF A WIRELESS SENSOR AND ACTUATOR NETWORK FOR ENERG...DESIGN AND IMPLEMENTATION OF A WIRELESS SENSOR AND ACTUATOR NETWORK FOR ENERG...
DESIGN AND IMPLEMENTATION OF A WIRELESS SENSOR AND ACTUATOR NETWORK FOR ENERG...
 
Vivek_Presentation1.pptx
Vivek_Presentation1.pptxVivek_Presentation1.pptx
Vivek_Presentation1.pptx
 
IRJET- IOT Based Residence Energy Control System
IRJET- IOT Based Residence Energy Control SystemIRJET- IOT Based Residence Energy Control System
IRJET- IOT Based Residence Energy Control System
 
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
 
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
CPU HARDWARE CLASSIFICATION AND PERFORMANCE PREDICTION USING NEURAL NETWORKS ...
 
IRJET- A Survey on Advanced Ration Distribution System
IRJET-  	  A Survey on Advanced Ration Distribution SystemIRJET-  	  A Survey on Advanced Ration Distribution System
IRJET- A Survey on Advanced Ration Distribution System
 
Aw26312325
Aw26312325Aw26312325
Aw26312325
 
APE-Annotation Programming For Energy Eciency in Android
APE-Annotation Programming For Energy Eciency in AndroidAPE-Annotation Programming For Energy Eciency in Android
APE-Annotation Programming For Energy Eciency in Android
 
House_Electrical_Switches_Mobile_Phone_Control.pptx
House_Electrical_Switches_Mobile_Phone_Control.pptxHouse_Electrical_Switches_Mobile_Phone_Control.pptx
House_Electrical_Switches_Mobile_Phone_Control.pptx
 
A COGNITIVE ENERGY DISTRIBUTION SYSTEM
A COGNITIVE ENERGY DISTRIBUTION SYSTEMA COGNITIVE ENERGY DISTRIBUTION SYSTEM
A COGNITIVE ENERGY DISTRIBUTION SYSTEM
 
A cognitive energy distribution system
A cognitive energy distribution systemA cognitive energy distribution system
A cognitive energy distribution system
 
A COGNITIVE ENERGY DISTRIBUTION SYSTEM
A COGNITIVE ENERGY DISTRIBUTION SYSTEMA COGNITIVE ENERGY DISTRIBUTION SYSTEM
A COGNITIVE ENERGY DISTRIBUTION SYSTEM
 
Learning Customer Behaviors for Effective Load Forecasting
Learning Customer Behaviors for Effective Load ForecastingLearning Customer Behaviors for Effective Load Forecasting
Learning Customer Behaviors for Effective Load Forecasting
 
Ieeepro techno solutions ieee 2014 embedded prokect emb base paper 43
Ieeepro techno solutions  ieee 2014 embedded prokect emb base paper 43Ieeepro techno solutions  ieee 2014 embedded prokect emb base paper 43
Ieeepro techno solutions ieee 2014 embedded prokect emb base paper 43
 
Mobile Devices Selection System
Mobile Devices Selection SystemMobile Devices Selection System
Mobile Devices Selection System
 
electricitybillingsystem1-220912104502-8b0088a5 (1) (2).pptx
electricitybillingsystem1-220912104502-8b0088a5 (1) (2).pptxelectricitybillingsystem1-220912104502-8b0088a5 (1) (2).pptx
electricitybillingsystem1-220912104502-8b0088a5 (1) (2).pptx
 
E04512940
E04512940E04512940
E04512940
 
The Use Of Smart Branch-Circuit Metering
The Use Of Smart Branch-Circuit MeteringThe Use Of Smart Branch-Circuit Metering
The Use Of Smart Branch-Circuit Metering
 
Design And Development of A Plug-In Type Wireless Data Logger for Energy Meas...
Design And Development of A Plug-In Type Wireless Data Logger for Energy Meas...Design And Development of A Plug-In Type Wireless Data Logger for Energy Meas...
Design And Development of A Plug-In Type Wireless Data Logger for Energy Meas...
 
Digitized Meter and Invoice Generation
Digitized Meter and Invoice GenerationDigitized Meter and Invoice Generation
Digitized Meter and Invoice Generation
 

More from JAYAPRAKASH JPINFOTECH

Java Web Application Project Titles 2023-2024.pdf
Java Web Application Project Titles 2023-2024.pdfJava Web Application Project Titles 2023-2024.pdf
Java Web Application Project Titles 2023-2024.pdf
JAYAPRAKASH JPINFOTECH
 
Dot Net Final Year IEEE Project Titles.pdf
Dot Net Final Year IEEE Project Titles.pdfDot Net Final Year IEEE Project Titles.pdf
Dot Net Final Year IEEE Project Titles.pdf
JAYAPRAKASH JPINFOTECH
 
MATLAB Final Year IEEE Project Titles 2023 - 2024.pdf
MATLAB Final Year IEEE Project Titles 2023 - 2024.pdfMATLAB Final Year IEEE Project Titles 2023 - 2024.pdf
MATLAB Final Year IEEE Project Titles 2023 - 2024.pdf
JAYAPRAKASH JPINFOTECH
 
Python IEEE Project Titles 2023 - 2024.pdf
Python IEEE Project Titles 2023 - 2024.pdfPython IEEE Project Titles 2023 - 2024.pdf
Python IEEE Project Titles 2023 - 2024.pdf
JAYAPRAKASH JPINFOTECH
 
Python ieee project titles 2021 - 2022 | Machine Learning Final Year Project...
Python ieee project titles 2021 -  2022 | Machine Learning Final Year Project...Python ieee project titles 2021 -  2022 | Machine Learning Final Year Project...
Python ieee project titles 2021 - 2022 | Machine Learning Final Year Project...
JAYAPRAKASH JPINFOTECH
 
Spammer detection and fake user Identification on Social Networks
Spammer detection and fake user Identification on Social NetworksSpammer detection and fake user Identification on Social Networks
Spammer detection and fake user Identification on Social Networks
JAYAPRAKASH JPINFOTECH
 
Sentiment Classification using N-gram IDF and Automated Machine Learning
Sentiment Classification using N-gram IDF and Automated Machine LearningSentiment Classification using N-gram IDF and Automated Machine Learning
Sentiment Classification using N-gram IDF and Automated Machine Learning
JAYAPRAKASH JPINFOTECH
 
Privacy-Preserving Social Media DataPublishing for Personalized Ranking-Based...
Privacy-Preserving Social Media DataPublishing for Personalized Ranking-Based...Privacy-Preserving Social Media DataPublishing for Personalized Ranking-Based...
Privacy-Preserving Social Media DataPublishing for Personalized Ranking-Based...
JAYAPRAKASH JPINFOTECH
 
FunkR-pDAE: Personalized Project Recommendation Using Deep Learning
FunkR-pDAE: Personalized Project Recommendation Using Deep LearningFunkR-pDAE: Personalized Project Recommendation Using Deep Learning
FunkR-pDAE: Personalized Project Recommendation Using Deep Learning
JAYAPRAKASH JPINFOTECH
 
Discovering the Type 2 Diabetes in Electronic Health Records using the Sparse...
Discovering the Type 2 Diabetes in Electronic Health Records using the Sparse...Discovering the Type 2 Diabetes in Electronic Health Records using the Sparse...
Discovering the Type 2 Diabetes in Electronic Health Records using the Sparse...
JAYAPRAKASH JPINFOTECH
 
Crop Yield Prediction and Efficient use of Fertilizers
Crop Yield Prediction and Efficient use of FertilizersCrop Yield Prediction and Efficient use of Fertilizers
Crop Yield Prediction and Efficient use of Fertilizers
JAYAPRAKASH JPINFOTECH
 
Achieving Data Truthfulness and Privacy Preservation in Data Markets
Achieving Data Truthfulness and Privacy Preservation in Data MarketsAchieving Data Truthfulness and Privacy Preservation in Data Markets
Achieving Data Truthfulness and Privacy Preservation in Data Markets
JAYAPRAKASH JPINFOTECH
 
V2V Routing in a VANET Based on the Auto regressive Integrated Moving Average...
V2V Routing in a VANET Based on the Auto regressive Integrated Moving Average...V2V Routing in a VANET Based on the Auto regressive Integrated Moving Average...
V2V Routing in a VANET Based on the Auto regressive Integrated Moving Average...
JAYAPRAKASH JPINFOTECH
 
Towards Fast and Reliable Multi-hop Routing in VANETs
Towards Fast and Reliable Multi-hop Routing in VANETsTowards Fast and Reliable Multi-hop Routing in VANETs
Towards Fast and Reliable Multi-hop Routing in VANETs
JAYAPRAKASH JPINFOTECH
 
Selective Authentication Based Geographic Opportunistic Routing in Wireless S...
Selective Authentication Based Geographic Opportunistic Routing in Wireless S...Selective Authentication Based Geographic Opportunistic Routing in Wireless S...
Selective Authentication Based Geographic Opportunistic Routing in Wireless S...
JAYAPRAKASH JPINFOTECH
 
Robust Defense Scheme Against Selective DropAttack in Wireless Ad Hoc Networks
Robust Defense Scheme Against Selective DropAttack in Wireless Ad Hoc NetworksRobust Defense Scheme Against Selective DropAttack in Wireless Ad Hoc Networks
Robust Defense Scheme Against Selective DropAttack in Wireless Ad Hoc Networks
JAYAPRAKASH JPINFOTECH
 
Privacy-Preserving Cloud-based Road Condition Monitoring with Source Authenti...
Privacy-Preserving Cloud-based Road Condition Monitoring with Source Authenti...Privacy-Preserving Cloud-based Road Condition Monitoring with Source Authenti...
Privacy-Preserving Cloud-based Road Condition Monitoring with Source Authenti...
JAYAPRAKASH JPINFOTECH
 
Novel Intrusion Detection and Prevention for Mobile Ad Hoc Networks
Novel Intrusion Detection and Prevention for Mobile Ad Hoc NetworksNovel Intrusion Detection and Prevention for Mobile Ad Hoc Networks
Novel Intrusion Detection and Prevention for Mobile Ad Hoc Networks
JAYAPRAKASH JPINFOTECH
 
Node-Level Trust Evaluation in Wireless Sensor Networks
Node-Level Trust Evaluation in Wireless Sensor NetworksNode-Level Trust Evaluation in Wireless Sensor Networks
Node-Level Trust Evaluation in Wireless Sensor Networks
JAYAPRAKASH JPINFOTECH
 
New Multi-Hop Clustering Algorithm for Vehicular Ad Hoc Networks
New Multi-Hop Clustering Algorithm for Vehicular Ad Hoc NetworksNew Multi-Hop Clustering Algorithm for Vehicular Ad Hoc Networks
New Multi-Hop Clustering Algorithm for Vehicular Ad Hoc Networks
JAYAPRAKASH JPINFOTECH
 

More from JAYAPRAKASH JPINFOTECH (20)

Java Web Application Project Titles 2023-2024.pdf
Java Web Application Project Titles 2023-2024.pdfJava Web Application Project Titles 2023-2024.pdf
Java Web Application Project Titles 2023-2024.pdf
 
Dot Net Final Year IEEE Project Titles.pdf
Dot Net Final Year IEEE Project Titles.pdfDot Net Final Year IEEE Project Titles.pdf
Dot Net Final Year IEEE Project Titles.pdf
 
MATLAB Final Year IEEE Project Titles 2023 - 2024.pdf
MATLAB Final Year IEEE Project Titles 2023 - 2024.pdfMATLAB Final Year IEEE Project Titles 2023 - 2024.pdf
MATLAB Final Year IEEE Project Titles 2023 - 2024.pdf
 
Python IEEE Project Titles 2023 - 2024.pdf
Python IEEE Project Titles 2023 - 2024.pdfPython IEEE Project Titles 2023 - 2024.pdf
Python IEEE Project Titles 2023 - 2024.pdf
 
Python ieee project titles 2021 - 2022 | Machine Learning Final Year Project...
Python ieee project titles 2021 -  2022 | Machine Learning Final Year Project...Python ieee project titles 2021 -  2022 | Machine Learning Final Year Project...
Python ieee project titles 2021 - 2022 | Machine Learning Final Year Project...
 
Spammer detection and fake user Identification on Social Networks
Spammer detection and fake user Identification on Social NetworksSpammer detection and fake user Identification on Social Networks
Spammer detection and fake user Identification on Social Networks
 
Sentiment Classification using N-gram IDF and Automated Machine Learning
Sentiment Classification using N-gram IDF and Automated Machine LearningSentiment Classification using N-gram IDF and Automated Machine Learning
Sentiment Classification using N-gram IDF and Automated Machine Learning
 
Privacy-Preserving Social Media DataPublishing for Personalized Ranking-Based...
Privacy-Preserving Social Media DataPublishing for Personalized Ranking-Based...Privacy-Preserving Social Media DataPublishing for Personalized Ranking-Based...
Privacy-Preserving Social Media DataPublishing for Personalized Ranking-Based...
 
FunkR-pDAE: Personalized Project Recommendation Using Deep Learning
FunkR-pDAE: Personalized Project Recommendation Using Deep LearningFunkR-pDAE: Personalized Project Recommendation Using Deep Learning
FunkR-pDAE: Personalized Project Recommendation Using Deep Learning
 
Discovering the Type 2 Diabetes in Electronic Health Records using the Sparse...
Discovering the Type 2 Diabetes in Electronic Health Records using the Sparse...Discovering the Type 2 Diabetes in Electronic Health Records using the Sparse...
Discovering the Type 2 Diabetes in Electronic Health Records using the Sparse...
 
Crop Yield Prediction and Efficient use of Fertilizers
Crop Yield Prediction and Efficient use of FertilizersCrop Yield Prediction and Efficient use of Fertilizers
Crop Yield Prediction and Efficient use of Fertilizers
 
Achieving Data Truthfulness and Privacy Preservation in Data Markets
Achieving Data Truthfulness and Privacy Preservation in Data MarketsAchieving Data Truthfulness and Privacy Preservation in Data Markets
Achieving Data Truthfulness and Privacy Preservation in Data Markets
 
V2V Routing in a VANET Based on the Auto regressive Integrated Moving Average...
V2V Routing in a VANET Based on the Auto regressive Integrated Moving Average...V2V Routing in a VANET Based on the Auto regressive Integrated Moving Average...
V2V Routing in a VANET Based on the Auto regressive Integrated Moving Average...
 
Towards Fast and Reliable Multi-hop Routing in VANETs
Towards Fast and Reliable Multi-hop Routing in VANETsTowards Fast and Reliable Multi-hop Routing in VANETs
Towards Fast and Reliable Multi-hop Routing in VANETs
 
Selective Authentication Based Geographic Opportunistic Routing in Wireless S...
Selective Authentication Based Geographic Opportunistic Routing in Wireless S...Selective Authentication Based Geographic Opportunistic Routing in Wireless S...
Selective Authentication Based Geographic Opportunistic Routing in Wireless S...
 
Robust Defense Scheme Against Selective DropAttack in Wireless Ad Hoc Networks
Robust Defense Scheme Against Selective DropAttack in Wireless Ad Hoc NetworksRobust Defense Scheme Against Selective DropAttack in Wireless Ad Hoc Networks
Robust Defense Scheme Against Selective DropAttack in Wireless Ad Hoc Networks
 
Privacy-Preserving Cloud-based Road Condition Monitoring with Source Authenti...
Privacy-Preserving Cloud-based Road Condition Monitoring with Source Authenti...Privacy-Preserving Cloud-based Road Condition Monitoring with Source Authenti...
Privacy-Preserving Cloud-based Road Condition Monitoring with Source Authenti...
 
Novel Intrusion Detection and Prevention for Mobile Ad Hoc Networks
Novel Intrusion Detection and Prevention for Mobile Ad Hoc NetworksNovel Intrusion Detection and Prevention for Mobile Ad Hoc Networks
Novel Intrusion Detection and Prevention for Mobile Ad Hoc Networks
 
Node-Level Trust Evaluation in Wireless Sensor Networks
Node-Level Trust Evaluation in Wireless Sensor NetworksNode-Level Trust Evaluation in Wireless Sensor Networks
Node-Level Trust Evaluation in Wireless Sensor Networks
 
New Multi-Hop Clustering Algorithm for Vehicular Ad Hoc Networks
New Multi-Hop Clustering Algorithm for Vehicular Ad Hoc NetworksNew Multi-Hop Clustering Algorithm for Vehicular Ad Hoc Networks
New Multi-Hop Clustering Algorithm for Vehicular Ad Hoc Networks
 

Recently uploaded

Normal Labour/ Stages of Labour/ Mechanism of Labour
Normal Labour/ Stages of Labour/ Mechanism of LabourNormal Labour/ Stages of Labour/ Mechanism of Labour
Normal Labour/ Stages of Labour/ Mechanism of Labour
Wasim Ak
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
Mohd Adib Abd Muin, Senior Lecturer at Universiti Utara Malaysia
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
Peter Windle
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
EugeneSaldivar
 
Lapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdfLapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdf
Jean Carlos Nunes Paixão
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
EverAndrsGuerraGuerr
 
Operation Blue Star - Saka Neela Tara
Operation Blue Star   -  Saka Neela TaraOperation Blue Star   -  Saka Neela Tara
Operation Blue Star - Saka Neela Tara
Balvir Singh
 
Francesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptxFrancesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptx
EduSkills OECD
 
The French Revolution Class 9 Study Material pdf free download
The French Revolution Class 9 Study Material pdf free downloadThe French Revolution Class 9 Study Material pdf free download
The French Revolution Class 9 Study Material pdf free download
Vivekanand Anglo Vedic Academy
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
TechSoup
 
2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...
Sandy Millin
 
"Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe..."Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe...
SACHIN R KONDAGURI
 
Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.
Ashokrao Mane college of Pharmacy Peth-Vadgaon
 
Overview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with MechanismOverview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with Mechanism
DeeptiGupta154
 
S1-Introduction-Biopesticides in ICM.pptx
S1-Introduction-Biopesticides in ICM.pptxS1-Introduction-Biopesticides in ICM.pptx
S1-Introduction-Biopesticides in ICM.pptx
tarandeep35
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup   New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup   New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
TechSoup
 
Embracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic ImperativeEmbracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic Imperative
Peter Windle
 
Model Attribute Check Company Auto Property
Model Attribute  Check Company Auto PropertyModel Attribute  Check Company Auto Property
Model Attribute Check Company Auto Property
Celine George
 
Guidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th SemesterGuidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th Semester
Atul Kumar Singh
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
Celine George
 

Recently uploaded (20)

Normal Labour/ Stages of Labour/ Mechanism of Labour
Normal Labour/ Stages of Labour/ Mechanism of LabourNormal Labour/ Stages of Labour/ Mechanism of Labour
Normal Labour/ Stages of Labour/ Mechanism of Labour
 
Chapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptxChapter 3 - Islamic Banking Products and Services.pptx
Chapter 3 - Islamic Banking Products and Services.pptx
 
A Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in EducationA Strategic Approach: GenAI in Education
A Strategic Approach: GenAI in Education
 
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...TESDA TM1 REVIEWER  FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
TESDA TM1 REVIEWER FOR NATIONAL ASSESSMENT WRITTEN AND ORAL QUESTIONS WITH A...
 
Lapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdfLapbook sobre os Regimes Totalitários.pdf
Lapbook sobre os Regimes Totalitários.pdf
 
Thesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.pptThesis Statement for students diagnonsed withADHD.ppt
Thesis Statement for students diagnonsed withADHD.ppt
 
Operation Blue Star - Saka Neela Tara
Operation Blue Star   -  Saka Neela TaraOperation Blue Star   -  Saka Neela Tara
Operation Blue Star - Saka Neela Tara
 
Francesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptxFrancesca Gottschalk - How can education support child empowerment.pptx
Francesca Gottschalk - How can education support child empowerment.pptx
 
The French Revolution Class 9 Study Material pdf free download
The French Revolution Class 9 Study Material pdf free downloadThe French Revolution Class 9 Study Material pdf free download
The French Revolution Class 9 Study Material pdf free download
 
Introduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp NetworkIntroduction to AI for Nonprofits with Tapp Network
Introduction to AI for Nonprofits with Tapp Network
 
2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...2024.06.01 Introducing a competency framework for languag learning materials ...
2024.06.01 Introducing a competency framework for languag learning materials ...
 
"Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe..."Protectable subject matters, Protection in biotechnology, Protection of othe...
"Protectable subject matters, Protection in biotechnology, Protection of othe...
 
Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.Biological Screening of Herbal Drugs in detailed.
Biological Screening of Herbal Drugs in detailed.
 
Overview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with MechanismOverview on Edible Vaccine: Pros & Cons with Mechanism
Overview on Edible Vaccine: Pros & Cons with Mechanism
 
S1-Introduction-Biopesticides in ICM.pptx
S1-Introduction-Biopesticides in ICM.pptxS1-Introduction-Biopesticides in ICM.pptx
S1-Introduction-Biopesticides in ICM.pptx
 
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup   New Member Orientation and Q&A (May 2024).pdfWelcome to TechSoup   New Member Orientation and Q&A (May 2024).pdf
Welcome to TechSoup New Member Orientation and Q&A (May 2024).pdf
 
Embracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic ImperativeEmbracing GenAI - A Strategic Imperative
Embracing GenAI - A Strategic Imperative
 
Model Attribute Check Company Auto Property
Model Attribute  Check Company Auto PropertyModel Attribute  Check Company Auto Property
Model Attribute Check Company Auto Property
 
Guidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th SemesterGuidance_and_Counselling.pdf B.Ed. 4th Semester
Guidance_and_Counselling.pdf B.Ed. 4th Semester
 
How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17How to Make a Field invisible in Odoo 17
How to Make a Field invisible in Odoo 17
 

Collaborative Filtering-based Electricity Plan Recommender System

  • 1. Collaborative Filtering-based Electricity Plan Recommender System ABSTRACT: Owning to electricity market deregulation, residential customers now enjoy the freedom to choose their preferred electricity retailers. This paper investigates the application of recommender system, a fast-developing technique in machine learning, into the task of recommending electricity plans for the individual residential customer. Based on a collaborative filtering strategy, an electricity plan recommender system (EPRS) is developed. By providing easily obtainable data of some household appliances, residential customers of the EPRS are recommended with predicted ratings of different plans, which can provide effective guidance to customers in the selection of suitable plans and proper tariffs. Different numerical tests are carried out to evalu-ate the performance of the EPRS. The EPRS outperforms other strategies in the accuracy of recommendation result and is verified to be a promising solution to electricity plan recommendation task. SYSTEM REQUIREMENTS: HARDWARE REQUIREMENTS:  System : Pentium Dual Core.  Hard Disk : 120 GB.  Monitor : 15’’ LED  Input Devices : Keyboard, Mouse  Ram : 1 GB
  • 2. SOFTWARE REQUIREMENTS:  Operating system : Windows 7.  Coding Language : Python  Database : MYSQL REFERENCE: Yuan Zhang, Student Member, IEEE, Ke Meng, Member, IEEE, Weicong Kong, Member, IEEE and Zhao Yang Dong, Fellow, IEEE, “Collaborative Filtering- based Electricity Plan Recommender System”, IEEE Transactions on Industrial Informatics, 2019.