Quantum Neural Networks for Forecasting Inflation Dynamics

103–106Inflation is a key indicator in the economy that measures the average level of prices of goods and services, being an important ratio in public and private decision-making, so predicting it with precision has always been a concern of economists. This paper makes inflation predictions with different time horizons applying quantum theory through Quantum Neural Networks. The results obtained teach that Quantum Neural Networks overcome the predictive power of the existing models in the previous literature and yields a low-level of errors when predicting any change in the direction of the forecast trend

Quantum Neural Networks for Forecasting Inflation Dynamics

Inflation is a key indicator in the economy that measures the average level of prices of goods and services, being an important ratio in public and private decision-making, so predicting it with precision has always been a concern of economists. This paper makes inflation predictions with different time horizons applying quantum theory through Quantum Neural Networks. The results obtained teach that Quantum Neural Networks overcome the predictive power of the existing models in the previous literature and yields a low-level of errors when predicting any change in the direction of the forecast trend

The Grizzly, February 13, 1987

Greek Life Grits Teeth at State\u27s Hazing Law • Free Roses for Lorelei • Letter: Fellow Student Reports on Chang • News Notes: R.A. Selection Underway; St. Andrew\u27s Scholarship; National Women in Sports Day • Bears Bump LaSalle and Haverford, Racich Wins 100th • Udovich\u27s Career High Leaves Bears to 74-69 Win • Mer Men\u27s Streak Ends vs. Loyola • Gymnastics Takes Fourth Win • Track Men Break Records • Swimmin Women on Warpathhttps://digitalcommons.ursinus.edu/grizzlynews/1181/thumbnail.jp

The Grizzly, November 21, 1986

LCB: A Factor Not Counted On • Garton Lecture Stirs Debate • Letters: Grizzly\u27s Summary was False; Hey Wismer, Who\u27s Getting Ripped Off Here?; Lobby Loses Labyrinth • Bear Matmen Turn Marauders at LaSalle • Football Preview: Repetti Goes for Recordhttps://digitalcommons.ursinus.edu/grizzlynews/1176/thumbnail.jp

The Grizzly, October 4, 1985

Patterns for the Future Begin the Campaign • Rendell Enforces the Death Penalty • Ursinus: A Good Buy • Letters: Alpha Sigma Nu\u27s Pride Comes Through; WVOU Prints a Schedule • Editorial: How About a Little Help From Some Friends? • Homecoming 1957: Not so Different From Now • Alumni Search for Success: Holly Hayer • There was a Resume Workshop Seniors • Voices to be Performed at Ritter • Field Hockey Team: Leaving Teams in the Dust • Grizzlies Overcome a Ten Year Nemesis! • Cross Country Teams Survive Gloria • Homecoming Events Announced • Campus Security Noteshttps://digitalcommons.ursinus.edu/grizzlynews/1146/thumbnail.jp

The Grizzly, November 7, 1986

New Chair and Pipe Organ Ensure Thriving Ursinus Music Program • Experts Forecast Stormy Future for NCAA Drug Testing • Letter: The Temple has a Sibling in Allentown • The Cultivated Mind: An Age-Old Pursuit • Patterns for the Future Starts New Year • IR Club Broadens its Scope Past Luxembourg • Octoberfest at Musser • Leskusky Determined to Prove Himself • Brown Disgusted with Grizzlies\u27 Lack of Concentration • Lady Bears end Another Winning Season on Good Note • Optimistic Forecast For Men\u27s Basketball • Grizzly Bear Scoreboard • Harriers Soon to Return to Cross-Country Elite • Athlete of the Week: Jill Johnsonhttps://digitalcommons.ursinus.edu/grizzlynews/1174/thumbnail.jp

The Grizzly, September 13, 1985

Freshmen Enter on High Note • U.C. Athletes are Scholars Too • New Look Campus • Letter: Enthusiastic USGA Says Be Prepared • Appointed Staff Members • Lentz Discusses Following the Leader • Grants Awarded • R.E.M. Returns With More Confidence • Squeeze Back In • Women\u27s Field Hockey Looking Strong • The Westhead is Dead • Soccer Adds Much Depth • McCloskey: Geared to do a Rambo • Welcome Back Coach • Shorts: Book Sale; Write You Are; Blanche Allen in Communications; Ursinus M.B.A. Gears up for Fall; Special Sirens; Ursinus Professor Attends Marketing Seminar; Chair of Physics Endowed; Ursinus College Receives Wellness Grant • Tannenbaum Wins Writing Honors For Second Yearhttps://digitalcommons.ursinus.edu/grizzlynews/1143/thumbnail.jp

The Grizzly, February 21, 1986

It\u27s Bid Day!: Three Weeks of Frat Pledging get Underway • Suite Living in Reimert • Unique Paper Sculptures get Positive Reactions • Intra-Mural Season Opens • Demerits, Profanity, Attack on Deans Mark Alcohol Policing in the Past • Disease, Dissent, Dissemblance: Mills of Bureaucracy Grind Exceeding Slow, But Grind Old Folks Exceeding Fine • U.C. Hosts MAC Wrestling Tourney • Men\u27s Track: Strong MAC Lineup • Gym Women get Trimmed • Missing Refs, Fan Riot: The Best Game Ever ? • SAC Funds Available • Women\u27s Studies Surveyhttps://digitalcommons.ursinus.edu/grizzlynews/1158/thumbnail.jp

The Grizzly, October 3, 1986

Berman Collection • Former Phila. Cop Anchors Security Force • Letters: Not Ones to Dampen Festive Spirits; What is this thing?; It\u27s Aluminating! • Not a Dichotomous Community • Temple Fires Conversation Perhaps More Than Unger Imagined • Grizzlies Pound Green Terrors • Hockey Upsets Temple, Falls to Lock Haven • Nolan Institutes In-Service RA Training • Soccer: Bears Choose Tri-Captains • Parker Parked in Injury Garage • Athlete of the Week: Schoenherr Shows her Stuff • Resume Workshophttps://digitalcommons.ursinus.edu/grizzlynews/1170/thumbnail.jp

The Grizzly, April 25, 1986

U.C. Campaign Quickly Moving Meters • Profs Need Satisfactory Salary • Sororities Rebel With Toilet Trashing • Editorial: Retrospective Look at Alcohol Policy Making • Letters: Water Issue Still Murky; Potholes, a Sinking Feeling • Clark Awarded Grant to Research in Japan • ProTheatre\u27s Hair a Success • French to Attend Humanities Seminar • Calif. Comp. Expert Gives Faculty Lecture • Jamison Appointed Myrin Director • USGA\u27s Roles as Defined by New President • Women\u27s Lax Wins Big...After Back-to-Back Losses • Cornbone\u27s Diamond Update • Lady Bears Hope for Division Championship • Fencing at Ursinus • Donna O\u27Brien Can\u27t Hold the Irish Back • Rippert: Student, Leader, Athletehttps://digitalcommons.ursinus.edu/grizzlynews/1164/thumbnail.jp