BDV Webinar Series - Uros - Big Data Policy Engine

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The document discusses the SPECIAL-K architecture for managing personal data processing and consent, which aims to allow users to control their personal data processing and consent through features like logging consent management and processing activities. It describes the building blocks of the architecture including authentication, consent management, transparency, compliance checking and logging. The architecture also utilizes Apache Kafka as a distributed streaming platform to minimize coupling between components and enable real-time data processing.

Daten & Analysen

Big Data
Policy Engine
Uroš Milošević | TenForce
BDVe Webinar, 28 Nov 2019

SPECIAL-K Architecture | Objectives
• Allow users to manage their own consent
• Control personal data processing
• Low impact access
• Relatively large volumes of consent
• Fast compliance checks
• Historical logging of consent management
• Historical logging of processing activities

SPECIAL-K Architecture | Building blocks
• Authentication & Authorization
• Consent management backend
• Transparency and compliance backend
• Logging
• Compliance engine
• Personal data inventory
• Personal data gateway

Apache Kafka
• Distributed streaming platform
• Fault-tolerant, append-only log
• Can act as a buffer
• Minimizes coupling between architecture components
• Enables real-time data processing

{
"simplePolicies": [
{
"data": "http://www.specialprivacy.eu/vocabs/data#Location",
"processing": "http://www.specialprivacy.eu/langs/usage-policy#AnyProcessing",
"purpose": "http://www.specialprivacy.eu/langs/usage-policy#EventRecommendations",
"recipient": "http://www.specialprivacy.eu/langs/usage-policy#AnyRecipient",
"storage": "http://www.specialprivacy.eu/langs/usage-policy#AnyDuration"
},
{
"data": "http://www.specialprivacy.eu/vocabs/data#AnyData",
"processing": "http://www.specialprivacy.eu/langs/usage-policy#AnyProcessing",
"purpose": "http://www.specialprivacy.eu/langs/usage-policy#Charity",
"recipient": "http://www.specialprivacy.eu/langs/usage-policy#AnyRecipient",
"storage": "http://www.specialprivacy.eu/langs/usage-policy#AnyDuration"
}
]
}

{
"timestamp": 1524223395245,
"process": "send-invoice",
"purpose": "http://www.specialprivacy.eu/vocabs/purposes#Payment",
"processing": "http://www.specialprivacy.eu/vocabs/processing#Move",
"recipient": "http://www.specialprivacy.eu/langs/usage-policy#AnyRecipient",
"storage": "http://www.specialprivacy.eu/vocabs/locations#ControllerServers",
"userID": "49d40b22-4337-4652-b463-41b1c23c6b08",
"data": "http://www.specialprivacy.eu/vocabs/data#OnlineActivity"
}

Personal Data Inventory
• AI-driven personal
data discovery
• Structured and
unstructured data
• Graph-based
• Identity-aware

BDV Webinar Series - Uros - Big Data Policy Engine

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Context 1. Housing Agent collected resale prices on HDB apartments in Singapore. Objective 2. To predict resale prices in to advise his potential clients. Strategies 3. Explore & Clean data for analysis. 4. Perform K-Means Clustering, in Orange, to find possible segments in the customer data. 5. Tune the model to improve its performance. 6. Visualise the findings, share conclusions, and give insight-driven recommendations. Author: Anthony mok Date: 18 Nov 2023 Email: xxiaohao@yahoo.com

Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange

ThinkInnovation

原版定制【微信:153539019】《(曼大毕业证书）曼尼托巴大学毕业证》【微信:153539019】（留信学历认证永久存档查询）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。【业务选择办理准则】一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信153539019】文凭即可二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信153539019】即可三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才【关于价格问题（保证一手价格）】我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子我给客户的都是第一手的代理价格，因为我想坦诚对待大家不想跟大家在价格方面浪费时间对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。

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In my capstone project, I investigated the impact of COVID-19 on education. Using data analysis and statistical methods, I explored various aspects such as enrollment trends, access to resources, and socioeconomic disparities. I found a significant association between children missing classes and a lack of internet connection at home, as well as between household financial situations and children's enrollment in school. These findings highlight the importance of addressing disparities in internet access, household finances, and geographical location to ensure equal educational opportunities for all students during and beyond the pandemic.

Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION

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Digital advertising, or paid media, encompasses the strategic deployment of online advertisements to reach target audiences efficiently and effectively. This includes any digital platform that supports advertising to deliver unique messages for any objective. Understanding the mechanics of digital advertising platforms, along with insights into audience behaviors and preferences, allows marketers to optimize their ad spend and achieve significant engagement and conversion rates. This lecture is for Advanced Digital & Social Media Strategy (MGMTX 466.05) at UCLA Extension.

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如何办理英国诺森比亚大学毕业证（NU毕业证书）成绩单原件一模一样

Predicting HDB Resale Prices - Conducting Linear Regression Analysis With Orange

一比一原版(曼大毕业证书）曼尼托巴大学毕业证成绩单留信学历认证一手价格

Capstone in Interprofessional Informatic // IMPACT OF COVID 19 ON EDUCATION

一比一原版(UCD毕业证书）加州大学戴维斯分校毕业证成绩单原件一模一样

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BDV Webinar Series - Uros - Big Data Policy Engine

1. Big Data Policy Engine Uroš Milošević | TenForce BDVe Webinar, 28 Nov 2019

2. SPECIAL-K Architecture | Objectives • Allow users to manage their own consent • Control personal data processing • Low impact access • Relatively large volumes of consent • Fast compliance checks • Historical logging of consent management • Historical logging of processing activities

3. SPECIAL-K Architecture | Building blocks • Authentication & Authorization • Consent management backend • Transparency and compliance backend • Logging • Compliance engine • Personal data inventory • Personal data gateway

4. Apache Kafka • Distributed streaming platform • Fault-tolerant, append-only log • Can act as a buffer • Minimizes coupling between architecture components • Enables real-time data processing

6. { "simplePolicies": [ { "data": "http://www.specialprivacy.eu/vocabs/data#Location", "processing": "http://www.specialprivacy.eu/langs/usage-policy#AnyProcessing", "purpose": "http://www.specialprivacy.eu/langs/usage-policy#EventRecommendations", "recipient": "http://www.specialprivacy.eu/langs/usage-policy#AnyRecipient", "storage": "http://www.specialprivacy.eu/langs/usage-policy#AnyDuration" }, { "data": "http://www.specialprivacy.eu/vocabs/data#AnyData", "processing": "http://www.specialprivacy.eu/langs/usage-policy#AnyProcessing", "purpose": "http://www.specialprivacy.eu/langs/usage-policy#Charity", "recipient": "http://www.specialprivacy.eu/langs/usage-policy#AnyRecipient", "storage": "http://www.specialprivacy.eu/langs/usage-policy#AnyDuration" } ] }

8. { "timestamp": 1524223395245, "process": "send-invoice", "purpose": "http://www.specialprivacy.eu/vocabs/purposes#Payment", "processing": "http://www.specialprivacy.eu/vocabs/processing#Move", "recipient": "http://www.specialprivacy.eu/langs/usage-policy#AnyRecipient", "storage": "http://www.specialprivacy.eu/vocabs/locations#ControllerServers", "userID": "49d40b22-4337-4652-b463-41b1c23c6b08", "data": "http://www.specialprivacy.eu/vocabs/data#OnlineActivity" }

10.

11.

12.

13. Personal Data Inventory • AI-driven personal data discovery • Structured and unstructured data • Graph-based • Identity-aware

14. DATA DATA SUBJECT

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