Predictive Analytics in Big Data

 

Guest Post

Andrew Rogers
CTO and Founder, SpaceCurve

Prediction is the process of taking a measurement of reality and contextualizing it around a model of how the world works. Building models that attempt to approach the richness of the real world not only requires big data, it also requires working with data from diverse sources that capture the many aspects of reality.


The challenge, especially for next generation big data, is when we start talking about ‘data fusion,’ or the joining of many diverse data sources such as social media, satellite imaging, mobile phone telemetry, and weather sensors. These sources were never designed to work together. We are tasked with finding the primary keys to join all of these data models together into a single, unified model that exposes the relationships between unrelated data elements.

Space and time are interesting attributes of data and events because they represent a fundamental organizing principle of reality that constrains causality. In essence, the combination of space and time is the primary key of reality. Additionally, most data sources have space and time as a meaningful attribute, thereby introducing a commonality across previously disparate data sets.

This is an incredibly powerful mechanism by which we can build unified views of reality that we weren’t able to build before.

Traditionally, we would take a more siloed approach, where the data focus is on individual data source such as social media, geospatial data, video, etc. The problem with silos for predictive analytics is that they only capture a narrow sliver of the available context. When you start taking all of the potential sources and context around what is happening at any point in time to build models of behavior, then leveraging space and time relationships becomes one of the most fundamental organizing principles for predictive analytics.

If you’d like to hear more from Andrew on the topics of big data, predictive analytics and SpaceCurve, join us Wednesday evening, May 14 for our Evening Forum program Big Data, Small Things, Predictive Analytics.

Comments

I have read the post,you have posted about Prediction in your post which is very interesting to read,i agree with you that it is the measurement of reality and contextualizing.Keep posting such informative articles.
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Predictive analytics is the subdivision of the progressive analytics which is used to make predictions about unknown future events and the area of business analytics faithful to finding the best course of action for a given situation. And you descried very well here predictive analytics in Big Data which are very beneficial for marketing executive as well as marketing students of Dissertation Help - , who are coming to take dissertation writing help on marketing subject. So it’s become very informative and beneficial reference for them.

taking a measurement of reality and contextualizing it around a model of how the world works.

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I believe self-service analysis is the major trends. Since, nowadays data is generated each industry and there is huge need for BI tools. But conventional BI tools are hard to use and necessitate high IT background of users. self-service tools can explain such kind of troubles.

Predictive Analytics is very necessary in Big Data like famous and big brand have such big Brand. Therefore, Such companies hire that people who have good experience in Predictive Analytics. However, I'm trying to get a person who know about and help me to knowing that site.

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Thank you for the article. A really nice Prediction. let's wait and see what will happen :)

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Quite a useful article! Good to know about the predictive analytics in big data.
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The year came round to Christmas-time, and I had been at home abovetwo months. I had seen Agnes frequently. However loud the generalvoice might be in giving me encouragement, and however fervent theemotions and endeavours to which it roused me, I heard her lightestword of praise as I heard nothing else.



At least once a week, and sometimes oftener, I rode over there, andpassed the evening. I usually rode back at night; for the oldunhappy sense was always hovering about me now - most sorrowfullywhen I left her - and I was glad to be up and out, rather thanwandering over the past in weary wakefulness or miserable dreams.I wore away the longest part of many wild sad nights, in thoserides; reviving, as I went, the thoughts that had occupied me in mylong absence.



Or, if I were to say rather that I listened to the echoes of thosethoughts, I should better express the truth. They spoke to me fromafar off. I had put them at a distance, and accepted my inevitableplace. When I read to Agnes what I wrote; when I saw her listeningface; moved her to smiles or tears; and heard her cordial voice soearnest on the shadowy events of that imaginative world in which Ilived; I thought what a fate mine might have been - but onlythought so, as I had thought after I was married to Dora, what Icould have wished my wife to be.



My duty to Agnes, who loved me with a love, which, if I disquieted,I wronged most selfishly and poorly, and could never restore; mymatured assurance that I, who had worked out my own destiny, andwon what I had impetuously set my heart on, had no right to murmur,and must bear; comprised what I felt and what I had learned. ButI loved her: and now it even became some consolation to me, vaguelyto conceive a distant day when I might blamelessly avow it; whenall this should be over; when I could say 'Agnes, so it was when Icame home; and now I am old, and I never have loved since!'

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Dust: the use of high-power air compressor with duct equipment for dust, dust on the road can be quickly blown to ensure its cleanliness. In the milling of the roadway, due to the milling machine re-paragraph will have more water spray phenomenon, and the track on the part of the slag for compaction, the use of steel wire on the milling surface of the loose residue to brush, Repair the pit area of ??the pit, should be used to manually remove the residual debris within the pit.Milling, should ensure that the longitudinal edge of the line, in the milling process, the marking line should be used as the milling machine control line, between the carriageway and the ultra-lane should be set between the dotted line, the use of artificial methods Set the unmarked portion. In the process of milling, the milling machine should excavate the roadway with the disease. At the time of excavation, the edge should be ladder-shaped, and the seams between the two layers should be staggered by 15cm. If the following layer of loose or weak phenomenon occurs, should be the top of the grassroots excavation, in accordance with the excavation of the three-tier approach to the road for processing. In the milling, should also be used to control the amount of water, as far as possible the use of the least water, slag tide and not wet and milling after the existence of no trace of the ground as a standard to ensure that the end of dry cleaning and dust removal.


Dust: the use of high-power air compressor with duct equipment for dust, dust on the road can be quickly blown to ensure its cleanliness. In the milling of the roadway, due to the milling machine re-paragraph will have more water spray phenomenon, and the track on the part of the slag for compaction, the use of steel wire on the milling surface of the loose residue to brush, Repair the pit area of ??the pit, should be used to manually remove the residual debris within the pit.

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