Semantic Information Extraction From Data Bits to Knowledge Bytes

Semantic Information Extraction: From Data Bits to Knowledge Bytes Semantic information extraction is a boring name for a fascinating task: pulling out meaningful data from textual sources.Semantic Information Extraction and the New Digital DisorderIn his book â€Å"Everything is Miscellaneous – the power of the new social order†, David Weinberger writes:When you have ten, twenty, or thirty thousand photos on your computer, storing a photo of Aunt Sally labeled â€Å"DSC00165.jpg† is functionally the same as throwing it out, because you’ll never find it again.Cit. Everything is Miscellaneous – the power of the new social order, p. 13Now, take this understanding and extrapolate it on a corporate plane, where every day thousands of emails, customer service records, presentations, logs of calls, supplier lists, employee records and a myriad of other texts and text chunks flow around the business unutilized.Functionally, they all end up where Aunt Sally’s photo does: in the trash. Or at least filling someoneâ₠¬â„¢s computer, deemed to oblivion.The way out of this oblivion is semantic information extraction a brave new trail to blaze, where textual sources are utilized properly and they fuel data-driven visions, conclusions and discoveries.With semantic information extraction, text chunks become data bits, data bits become semantic metadata and semantic metadata become knowledge bytes data pieces, ready to be leveraged for insights, decisions and actions. From Text Chunks to Data Bits: Traditional Information ExtractionTraditional information extraction turns text chunks into data bits, which involves finding and classifying pre-specified names in texts in order to extract and gather clear, factual information. Typically, information extraction is applied to free-flowing textual sources, such as legal acts, medical records, social media interactions and streams, online news, government documents, corporate reports. By translating these into structured, machine-readable data, information extraction enables content classification, integrated search, content management and delivery.As useful and valuable as this process is for many tasks that benefit from automation such as gathering structured information from multiple sources, media monitoring, drug discovery, scientific research and more, information extraction can be even more powerful.Integrating semantic technologies in the traditional information extraction process tames the powers of the content hurricanes our digital world exposes us to and uses their force to create knowledge.The Road Less Travelled: From Data Bits to Knowledge Bytes For data bits to become knowledge bytes, semantic information extraction comes into play. Click To TweetTo the traditional information extraction, where texts are transformed into data pieces, it adds another layer of richness in the representation of texts as data, turning them into semantic metadata, that is, into knowledge bytes. Semantic information extraction, also referred to as semantic annotation or semantic enrichment, makes the shift to the next level by including semantics to the information extraction process. Thus textual sources are not only converted into machine-processable facts, but further enriched with machine-readable links, references and relationships.With semantic information extraction, capturing and making sense of all sorts of data is much more effective than other alternative approaches. It is not a silver bullet for enterprise knowledge management, but is still a powerful tool for connecting, integrating and analyzing where data bits become knowledge bytes. Linked Data For Lean Enterprise Data Management from OntotextFrom Knowledge Bytes to EverywhereSemantic Information Extraction revolutionizes the way we think about textual sources. It helps seeing texts, scattered across the web and corporate intranets every document, every business record, every email as an asset.Put toget her, these small pieces of information from a disparate range of textual sources add up to a 360-degree view of an organization, of its content and its context. This opens up many opportunities for interactive representation and use of content, as well as for a super efficient search that enables accomplishing certain tasks in minutes.To mention just a few applications for which semantic information extraction lays the foundation:integrated search across all sorts of textual data;automatic relationship discovery;content recommendation;discovery of references to concepts and entities;integration of disparate and seemingly unrelated sources.Turning texts into data bits allows algorithms to enter the processes of risk management, fraud detection, retrieving of facts and statistics, investigating connections, keeping up with compliance standards, tracking consumer behavior and much more.The moment textual sources are translated into the language of semantic metadata and further structur ed into a Knowledge Graph, the overwhelming digital mazes of content suddenly transforms into a well-structured organized space with integrated data pieces, ready to become understanding, actionable information and ultimately knowledge.Want to learn transform text-associated hurdles into content-related opportunities?

Free Essays on In Praise Of Censure

The Power of Censure In the essay, â€Å"In Praise of Censure,† Garry Wills, the Henry r. Luce Professor of American Culture and Public Policy at Northwestern University, defines censure, as oppose to censorship. Wills also strives to persuade the reader that censure, the open expression of moral disapproval, can strongly and effectively hold certain ideas up for critical analysis without suppressing them or hindering the rights protected by the First Amendment of the U.S. Constitution, as toleration or censorship does. Wills supports this claim with the use of factual evidence, authorative testimony, and rhetorical questions. Wills uses factual evidence to back his declarations. In the first paragraph of his essay, Wills strives to introduce examples of censorship against censure to the reader. He does this with accounts of several different instances in which censure has been used. He speaks of feminists joining â€Å"reactionaries to denounce pornography.† He narrates of how the rock musician Frank Zappa accused Tipper Gore, the wife of Al Gore, of launching an â€Å"conspiracy to exhort† when she asked that sexually explicit materials be labeled with warnings and of how Penthouse magazine charges Terry Rakolta, a house wife who withdrew her support from the sitcom, â€Å"Married†¦With Children,† with â€Å" yelling fire in a crowded theater.† Further along in â€Å"In Praise of Censure,† Wills makes an assertion concerning the First Amendment, â€Å"Belief in the First Amendment does not pre-empt other beliefs, making one eunuch to the interplay of opinions. It is a distortion to turn ‘You can express any views’ into the proposition ‘I don’t care what views you express.’ If liberals keep equating equality with approval, they will be repeatedly forced into weak positions.† To verify his contention, Wills goes to the situation in which an art gallery had cancelled an exhibit of the photographer, Robert Maplethorpe, because th... Free Essays on In Praise Of Censure Free Essays on In Praise Of Censure The Power of Censure In the essay, â€Å"In Praise of Censure,† Garry Wills, the Henry r. Luce Professor of American Culture and Public Policy at Northwestern University, defines censure, as oppose to censorship. Wills also strives to persuade the reader that censure, the open expression of moral disapproval, can strongly and effectively hold certain ideas up for critical analysis without suppressing them or hindering the rights protected by the First Amendment of the U.S. Constitution, as toleration or censorship does. Wills supports this claim with the use of factual evidence, authorative testimony, and rhetorical questions. Wills uses factual evidence to back his declarations. In the first paragraph of his essay, Wills strives to introduce examples of censorship against censure to the reader. He does this with accounts of several different instances in which censure has been used. He speaks of feminists joining â€Å"reactionaries to denounce pornography.† He narrates of how the rock musician Frank Zappa accused Tipper Gore, the wife of Al Gore, of launching an â€Å"conspiracy to exhort† when she asked that sexually explicit materials be labeled with warnings and of how Penthouse magazine charges Terry Rakolta, a house wife who withdrew her support from the sitcom, â€Å"Married†¦With Children,† with â€Å" yelling fire in a crowded theater.† Further along in â€Å"In Praise of Censure,† Wills makes an assertion concerning the First Amendment, â€Å"Belief in the First Amendment does not pre-empt other beliefs, making one eunuch to the interplay of opinions. It is a distortion to turn ‘You can express any views’ into the proposition ‘I don’t care what views you express.’ If liberals keep equating equality with approval, they will be repeatedly forced into weak positions.† To verify his contention, Wills goes to the situation in which an art gallery had cancelled an exhibit of the photographer, Robert Maplethorpe, because th...

The History of the Game of Bingo

The History of the Game of Bingo Bingo is a popular game that can be played for cash and prizes.  Bingo games are won when the player matches numbers on their card with ones randomly drawn by a caller. The first person to complete a pattern yells, Bingo. Their numbers are checked and a prize or cash awarded. The patterns can be varied throughout a gaming session, which keeps players interested and engaged. Bingos Ancestors The games history can be traced back to 1530, to an Italian lottery called Lo Giuoco del Lotto DItalia, which is still played every Saturday in Italy. From Italy, the game was introduced to France in the late 1770s, where it was called Le Lotto, a game played among wealthy Frenchmen. The Germans also played a version of the game in the 1800s, but they used it as a childs game to help students learn math, spelling, and history.​ In the U.S., bingo was originally called beano. It was a country fair game where a dealer would select numbered discs from a cigar box and players would mark their cards with beans. They yelled beano if they won. Edwin S. Lowe and the Bingo Card When the game reached North America in 1929, it became known as beano. It was first played at a carnival near Atlanta, Georgia. New York toy salesman Edwin S. Lowe renamed it bingo after he overheard someone accidentally yell bingo instead of beano. He hired a Columbia University math professor, Carl Leffler, to help him increase the number of combinations in bingo cards. By 1930, Leffler had invented 6,000 different bingo cards. They were developed so there would be fewer non-repeating number groups and conflicts when more than one person got Bingo at the same time. Lowe was a Jewish immigrant from Poland. Not only did his E.S. Lowe company produce bingo cards, but he also developed and marketed the game Yahtzee, for which he bought the rights from a couple who played it on their yacht. His company was sold to Milton Bradley in 1973 for $26 million. Lowe died in 1986. Church Bingo A Catholic priest from Pennsylvania approached Lowe about using bingo as a means of raising church funds. When bingo started being played in churches it became increasingly popular. By 1934, an estimated 10,000 bingo games were played weekly. While gambling is banned in many states, they may allow bingo games to be hosted by churches and non-profit groups to raise funds. Casino Bingo Bingo has been one of the games offered at many casinos, both in Nevada and those operated by Native American tribes. E.S. Lowe built a casino hotel on the Las Vegas Strip, the Tallyho Inn. Today, more than $90 million dollars are spent on bingo each week in North America alone. Bingo in Retirement and Nursing Homes Bingo is a popular game played for recreational therapy and socialization in skilled nursing facilities and retirement homes. It is easy to operate with just a couple of staff or volunteers, and residents can play along with their visitors. The opportunity to win a small prize is a lure. Its popularity may wane once the elderly population who enjoyed church bingo in their youth pass on to new generations raised on video games.

The Big Data Challenges Case Study Example | Topics and Well Written Essays - 1000 words

The Big Data Challenges - Case Study Example Additionally, Volvo also required a system that could deliver timely reports that are easier to recognize with the intention that Volvo managers and analysts could put together more effective and influential business scenarios for their proposals. In order to deal with these challenges Volvo Car Corporation decided to acquire and implement a Microsoft based data management solution. The basic purpose of implementing this solution was to make simpler its IT infrastructure, offer graphical self-service reporting functionalities, and enhance cooperation among other business employees (Microsoft Corporation, 2012; Business Cloud, 2010). This solution is based on Microsoft SQL Server 2012 Business Intelligence data management software and a wide variety of other BI tools and technologies such as Microsoft Office 2010 and Microsoft SharePoint Server 2010. The company decided to implement this cloud based solution for the reason that cloud computing offers a number of advantages. In fact, t he implementation of a cloud computing based infrastructure will allow business employees to get access to and make use of IT services that are very useful to them that they would otherwise have to develop and implement themselves. The implementation of cloud based infrastructure will also allow firm to go global for the reason that any of their existing or newly opened offices wherever in the globe can straight away take advantage of their IT environment and can make use of their latest services. In this scenario, they would not have to wait for the company’s endeavors for developing and implementing IT environment or to pipe it into their network; on the other hand they can start making use of it immediately. The implementation of cloud computing environment allows the business organizations to continue to be improved in due course, in this scenario, Volvo Car Corporation is expecting to a greater extent coming their way, and they can just take benefit of these opportunitie s (Microsoft Corporation, 2012; Business Cloud, 2010). One of the biggest reasons for deciding to choose products from Microsoft Corporation is that Microsoft products provide an excellent support for working in cooperation and collaboration. Additionally, Volvo Car Corporation is also going to implement the latest Power View feature in SQL Server 2012 Reporting Services. Basically, this is a self-service reporting tool that facilitates the users of data to deeply study and investigate their data themselves and get answers of informal queries without much effort. In addition, this tool provides the users with drag-and-drop graphical data displays and data-querying which are equally helpful for both skilled as well as nontechnical users. It is expected that this cloud based infrastructure will bring about an uncomplicated IT infrastructure as well as enhanced business efficiency that will help Volvo Car Corporation to run their business more competently as well as make it simple for business workers to work together. As the implementation of a cloud based infrastructure will improve communication and coordination between business workers by merging a wide variety of features such as data, reporting and business intelligence tools in a single online platform, which allows business employees to simply produce, share, save, update and deliver their work (Microsoft Corpor

Effects of Deforestation Essay Example | Topics and Well Written Essays - 500 words

Effects of Deforestation - Essay Example Deforestation changes the geomorphologic, hydrological, and biochemical states of streams by decreasing vapor-transpiration on the land surface, hence river discharge and run-off. This leads to the elimination of huge percentage of earth’s native vegetation that significantly alters the hydrological and morphological characteristics of watershed areas. The discharge has increased over the years and computer simulations suggest that about two-thirds of the increase are due to deforestation (Coe et al. 119).Extensive destruction of vegetation in most cases leads to increased conflict between people and forest animals. This occurs when people plant crops near the habitats of these forest animals. The animals will destroy the crops or injure humans, who in turn attack and killing them. In addition, there is people-to-people conflict whereby settlers invade deforested lands bringing their culture and influences thus changing lives of the indigenous forest people. Deforestation has a negative effect on the ecosystem and the atmosphere (Spilsbury 26). It is evident that deforestation does not benefit anyone and has long-term effects. Clearing of forests may be due to social, economic or political reasons. Whatever the short-term benefits, the result is devastating. The effects of deforestation are quite evident globally irrespective of concerned authorities coming up appropriate conservation methods meant to curb deforestation through humanity’s ignorance proves to be a big hindrance.

Venice region Essay Example for Free

Venice region Essay An American archeologist who studies the history of Venice suggested a multi-billion dollar floodgate to be built to save the city from rising waters knowing that science often rest on chance discovery. A 10 feet deep and more than 30 feet wide pit has been dug next to an ancient Basilica. It was below sea level and to keep it from filling with water, a pump was put in it. In that dug, a stone walk dated around second century lay. It is one of the oldest sign of human habitation in the Vatican archipelago. The lost world artifacts would let Dr. Ammerman and his colleagues to estimate the past of the city. It is also important in determining the rate of past and future subsidence of the city. With their findings, it is planned to propose a floodgate that will keep the city from disappearing into the sea. The structures will cost from $2 billion to $4 billion composing of 79 mobile floodgates. Everyday, the tide goes up to 3 feet. The tide on 1966 caused wide damage and economic losses. Tidal surges that are driven by heavy rains, winter weather patterns and southerly winds that blow Adriatic water northward caused the said destruction. Corrosive sea salt weakens the red bricks of the ground floor of the many old buildings. Some doors are rotten because of past flooding. Raised walkways are set in winter floods and some tour books suggest a high boots. On the other hand, many are the cause of Venice’s subsidence; local industries pumping of water from beneath the Venice region, the oxidation of peat that forms as part of the substrate, the compaction of spongy sediments caused by the weight of buildings. From time to time the rates of subsidence become bigger. This is due to the rate of growing population; in what way? Population is growing not linearly but in a parabolic manner, in that case the rate of weight the underlying soil is carrying is also increasing and so with the rate of water needs. Weathering also contributes to the sinking of the city. Rocks beneath are exposed to chemical weathering due to the chemicals that human thrown. Mechanical weathering on the other hand plays smaller role than chemical weathering. Also, the melting of the ice due to global warming causes the sea level to raise thus making Venice sink. Many plans are proposed on the case of Venice. What I can suggest to prevent the city from sinking is to nourish the city with a harder material that will serve as a foundation at the bottom. Also floodgates will help, and, the population, quantity of tourist, and the building construction should be controlled and above all control the cause of global warming. In this way the city’s beauty will be preserved.

jane eyre :: essays research papers

When General Rochambeau met General Washington in 1781 to determine their next move against the British, Washington wanted to attack New York City. Rochambeau convinced him that the wiser move was to move South. Word had come from General Lafayette in Virginia that Cornwallis had taken up a defensive position at Yorktown. Cornwallis was situated next to the York River. If they could surround the city by land and cut off Cornwallis' escape route on the river, Washington and Rochambeau would strike an enormous blow to the British forces. Planning for the elaborate campaign began immediately. French Admiral de Grasse, stationed in the West Indies, would sail with his fleet to the Chesapeake Bay and secure the mouth of the York River. Meanwhile, Washington and Rochambeau would march south to Yorktown and form a semicircle around the city. The plan was simple in concept, but it would take great military skill to execute. First, Washington and Rochambeau started to march towards New York City. They stationed approximately 2500 men at the American forts near the city to fool the British into believing that Washington's entire force was still there. Then the combined Franco-American army raced south to Virginia. As they marched south, Admiral de Grasse's fleet arrived at the Chesapeake Bay. They defeated the British fleet of Admiral Thomas Graves and won control of the entire bay. More importantly, this meant that they controlled the mouth of the York River and could prevent both Cornwallis' escape and any British communication with Cornwallis. On September 28, 1781, Washington and Rochambeau, along with Lafayette's troops and 3,000 of de Grasse's men, arrived at Yorktown. In all, there were approximately 17,000 men converging on Cornwallis' camp. The stage was set for the final showdown in America's fight for independence. The combined forces approached Yorktown from the South. The French, under Rochambeau, formed the left flank of the attack, while the American troops, under Washington and Lafayette, approached from the right. The city was soon surrounded and under heavy fire. On October 14, the Franco-American forces captured 2 major British redoubts. Cornwallis' options were running out. He even tried sending blacks infected with smallpox over enemy lines in an attempt to infect the American and French troops. After a futile counterattack, Cornwallis offered to surrender on October 17. On the 19th of October, the papers were signed and he officially surrendered. jane eyre :: essays research papers When General Rochambeau met General Washington in 1781 to determine their next move against the British, Washington wanted to attack New York City. Rochambeau convinced him that the wiser move was to move South. Word had come from General Lafayette in Virginia that Cornwallis had taken up a defensive position at Yorktown. Cornwallis was situated next to the York River. If they could surround the city by land and cut off Cornwallis' escape route on the river, Washington and Rochambeau would strike an enormous blow to the British forces. Planning for the elaborate campaign began immediately. French Admiral de Grasse, stationed in the West Indies, would sail with his fleet to the Chesapeake Bay and secure the mouth of the York River. Meanwhile, Washington and Rochambeau would march south to Yorktown and form a semicircle around the city. The plan was simple in concept, but it would take great military skill to execute. First, Washington and Rochambeau started to march towards New York City. They stationed approximately 2500 men at the American forts near the city to fool the British into believing that Washington's entire force was still there. Then the combined Franco-American army raced south to Virginia. As they marched south, Admiral de Grasse's fleet arrived at the Chesapeake Bay. They defeated the British fleet of Admiral Thomas Graves and won control of the entire bay. More importantly, this meant that they controlled the mouth of the York River and could prevent both Cornwallis' escape and any British communication with Cornwallis. On September 28, 1781, Washington and Rochambeau, along with Lafayette's troops and 3,000 of de Grasse's men, arrived at Yorktown. In all, there were approximately 17,000 men converging on Cornwallis' camp. The stage was set for the final showdown in America's fight for independence. The combined forces approached Yorktown from the South. The French, under Rochambeau, formed the left flank of the attack, while the American troops, under Washington and Lafayette, approached from the right. The city was soon surrounded and under heavy fire. On October 14, the Franco-American forces captured 2 major British redoubts. Cornwallis' options were running out. He even tried sending blacks infected with smallpox over enemy lines in an attempt to infect the American and French troops. After a futile counterattack, Cornwallis offered to surrender on October 17. On the 19th of October, the papers were signed and he officially surrendered.