Zach Haala 23 and Professor of History Charlie Goldberg noticed an anomaly in their data. Using artificial intelligence (AI), the two had tracked the presence of smiles over nearly 80 years and thousands of Bethel photographs. As expected, smiles grew more prevalent in the photos over time, matching cultural shifts after World War II. But then in the 1960s, the number of smiles decreased. At first, they were stumped. Then Haala noticed thats when the yearbooks started featuring more sports photos. Its a good example of how data spits stuff out, but data needs to be interpreted, Goldberg says. In the 1960s, male athletes rarely smiled in photos, and large teams like mens football and basketball affected the research results. To Goldberg, it shows the promise of using AI to explore history and also raises questions. What do we then do with this stuff? How do we interpret it and use it to tell a human storywhich is what historians do? Goldberg asks.
Those are the kinds of questions Goldberg and Haala explored in the research project, "A Picture's Worth a Thousand Data Points? AI-driven Machine Learning in Digital Humanities Analyses." They were one of the 2021-22 student-faculty teams to receive an Edgren Scholarship to support their research.
To some, history may feel a long way from artificial intelligence and programming. But Goldberg also directs Bethels digital humanities program, which explores cutting-edge, forward-looking methods to apply to history, literature, and philosophy. While teaching Advanced Digital Humanities last year, Goldberg got the idea to use AI to study history. The class explores advances in AI technology and how its often a double-edged swordit yields many opportunities with data and research, but it also leads to things like deepfakesor fake photos or video created using AI, often depicting world leaders or celebrities. Goldberg wanted to go deeper. As a historian, he uses datausually text or photosto look for patterns. He was interested in using AI to isolate the same patterns historians explore but on a larger scale, and wanted to see how well AI could recognize the same patterns in photos that historians look for. He knew he needed a student who was highly skilled at coding and programmingand who was also willing to dive into the deep end and take risks. Enter Haala, who is triple majoring in computer science: software project management, software engineering, and digital humanitiesand he had taken Advanced Digital Humanities.
Link:
Research Team Probes History with Cutting-Edge Tech - Bethel University News
- US GAO - About GAO - 100 Years of GAO - Government Accountability Office [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Oklahoma football: Baker Mayfield making OU history in the NFL - Stormin' in Norman [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Here are the 5 biggest HRs in Padres history - MLB.com [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Corey Crawford retires as one of the best in Chicago Blackhawks history - Da Windy City [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Cardinal Koch: History of separation can be part of history of reconciliation - Vatican News [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- The Local Take Talks Health, History and African Americans - WCLK [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- In Depth: What history tell us about the US Capitol riots - RADIO.COM [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Brighton Women's History Roll Of Honor Accepting Nominations For 2021 Inductees - WHMI [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Who Has the Most Rushing Yards and Touchdowns in NFL Playoff History? - Sportscasting [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Denver's cataloguing its Latino and Chicano history through places and buildings - Denverite [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- The Apple Car would wreck Apple, and Tesla's incredibly volatile history shows why - Business Insider [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- America Is Not Exceptional. It Has a History of Violence. - The Intercept [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- A brief history of the headscarf - CNN [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- On this date in history: -60 temperature reported in Cameron, WI - WQOW TV News 18 [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Morning Flurries: WHL announcement and the Toronto Marlies make history - Mile High Hockey [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- How Warnock and Ossoff's victories evoked the history of the Black freedom struggle - CNN [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Presidential Pours: A History of Wine in the White House - The Wall Street Journal [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Today in History - MyMotherLode.com [Last Updated On: January 9th, 2021] [Originally Added On: January 9th, 2021]
- Today in History: George Washington approved adding two stars, two stripes to the American flag - Lompoc Record [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- More inclusive: Local principal, teacher to help review history education in Virginia - WYDaily [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- Here's a salute to one of Ohio women's suffrage pioneers - Richland Source [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- Police Commissioners brother, an SFPD sergeant, has a history of shootings and excessive force complaints - Mission Local [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- On January 13 in NYR history: The longest unbeaten streak ever in the NHL - Blue Line Station [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- Democratic Party history from the year you were born - Buffalo News [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- A US history teacher tries to explain attacks - The Hechinger Report [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- Ron Rivera Embraced History To Find Success In His First Season In Washington - Forbes [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- The Mother Lode: This is history in the making - again - for kids - CT Insider [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- The History Behind 'Mob' Mentality - The New York Times [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- 'I saw my life flash before my eyes': An oral history of the Capitol attack | TheHill - The Hill [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- The US Capitol attack fits into the history of White backlash - CNN [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- Bylaws of the Department of History - Nevada Today [Last Updated On: January 13th, 2021] [Originally Added On: January 13th, 2021]
- Subversive Capital Acquisition Corp. Closes The Largest Cannabis SPAC In History And Announces The Launch Of The Parent Company With Shawn... [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- Out of the Attic: The Moss Kendrix Collection at the Black History Museum - Alexandria Times [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- How Does the Nets' Big Three Compare to Other Big Threes in NBA History? - InsideHook [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- The Ku Klux Klans history is a warning about the Capitol riot - Vox.com [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- New Phillies reliever made postseason history vs. Pat Neshek - That Balls Outta Here [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- Lionel Gossman, specialist in French literature and history and 'one of the great humanists and scholar-teachers of his generation,' dies at 91 -... [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- 'Southern Charm': Leva Bonaparte Is on The Right Side Of History. Are You? - Decider [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- This Place in History: Warren Austin - Local 22/44 News [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- Here's how Tom Brady and the Buccaneers could make NFL history if they win their next two playoff games - CBS Sports [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- A History of the Trump Era Through Stories About Toilets - New York Magazine [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- 'Alarmingly Similar.' What the Chaos Around Lincoln's First Inauguration Can Tell Us About Today, According to Historians - TIME [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- A Brief Cultural History of Work Sucking - The New Republic [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- Naples Underground Featured on the History Channel - PRNewswire [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- Derby history is not kind to the Lecomte - VSiN [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- Gandhi, History, and the Lessons of the Events at the Capitol - The New Yorker [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- Will Donald Trump go down as the worst president in history? - CNN [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- View and delete your browsing history in Internet Explorer [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- View and delete browser history in Microsoft Edge [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- This Day in History - What Happened Today - HISTORY [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- History | discipline | Britannica [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- History - Wikipedia [Last Updated On: January 15th, 2021] [Originally Added On: January 15th, 2021]
- The most memorable walkoff wins in Cubs history, Part 2: Original NL teams - Bleed Cubbie Blue [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- Dustin Pedroia will always have a place in Red Sox history; what about the Hall of Fame? - CBS Sports [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- Sundance: 'Judas and the Black Messiah' introduces 'a history thats been buried in this country' - USA TODAY [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- Virginia teacher uses bowties to share history and teach life lessons - WAVY.com [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- Kremlin critic Navalny tells court that Putin will go down in history as nothing but an 'underpants poisoner' - Yahoo News [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- Trump's impeachment lawyers have a history of being involved in controversial legal matters - KCTV Kansas City [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- 'Black History is a Verb': A young poet's message about Black history in America - KARE11.com [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- February is Black History Month and Heart Month. Why one cardiologist says thats a good coincidence. - ABC27 [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- Thanks to the Internet Archive, the history of American newspapers is more searchable than ever - Nieman Journalism Lab at Harvard [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- Creativity Is the Focus of Black History Month 2021 | | SBU News - Stony Brook News [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- This Black History Month, remember: History isnt here to make you feel good - Chicago Sun-Times [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- Black History Month: How did it start, and why February? - 11Alive.com WXIA [Last Updated On: February 2nd, 2021] [Originally Added On: February 2nd, 2021]
- Comparing COVID-19 to other deadly diseases in U.S. history - CBS News 8 [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- Talk of the Times: Touring the rich history of Cape Ann - Gloucester Daily Times [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- Vice President Harris inspiring Black women and girls everywhere during Black History Month - Wink News [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- Brookshire Grocery Company publishes book to share 92-year history - Weatherford Democrat [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- Black History Month: Wyoming County was active on the Underground Railroad - The Daily News Online [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- Suspect in NMSP officers death had an extensive criminal history - KTSM 9 News [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- This week in history: Historical Society votes to move forward with fundraising for museum - Albert Lea Tribune - Albert Lea Tribune [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- The topsy-turvy history of the Nissan Pathfinder - Autoblog [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- God and government linked in history | Religion And Values | messenger-inquirer.com - messenger-inquirer [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- Black History and Heritage - The San Diego Union-Tribune [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- Behringer Crawford's NKY History Hour will feature Travis Brown and Locks and Dams of Ohio River - User-generated content [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- History and Hope: A conversation with Seaside's John Nash - KSBW Monterey [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- Today in History | National News - Tulsa World [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- NFL: Protesting players 'on the right side of history,' union says - Reuters [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- The True History Behind Netflix's 'The Dig' and Sutton Hoo - Smithsonian Magazine [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]
- A look at the top rotations in Dodgers history - Los Angeles Times [Last Updated On: February 6th, 2021] [Originally Added On: February 6th, 2021]