Discover Analysis of the U.S. Business Cycle with a Vector-Markov-Switching Model by Zenon Kontolemis Kontolemis G.
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Overview: In a seminal paper Hamilton(1989) proposed a methodology for analyzing business cycles based on a time series model characterized by discrete changes in regimes. Analysis of the U.S. business cycle showed that this model can make inferences about the state of the economy which are extremely close to the NBER turning points and produce reliable estimates for the growth rates associated with expansions and contractions. According to the estimated equation a typical recession is characterized by a 3 percent drop in the level of GNP. In these type of models the basic task is, having described explicitly the probability law which governs these shifts, to determine when these shifts occur and to estimate the model parameters and the state transition probabilities. The driving force is the probability law which governs shifts from one regime to another. The regime at any given time is presumed to be the outcome of a Markov chain whose realizations are unobserved.
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After spending years working in the corporate world, Zenon Kontolemis Kontolemis G finally decided to pursue a lifelong passion for writing. They currently reside in a quiet suburb where they spend most of their time outlining new stories, reading extensively, and occasionally attempting to bake.
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Betty HarrisJune 06, 2025
Honestly one of the better books I've read lately. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
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Margaret RamirezJune 11, 2025
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
William SanchezJanuary 08, 2024
Took me a few chapters to get into it, but it was worth it. Interesting premise and executed fairly well. Just a few slow chapters here and there. Enjoyable weekend read.
Sarah WilliamsAugust 14, 2025
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Ryan ThomasMarch 07, 2025
I liked it for the most part. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Eric PhillipsAugust 13, 2025
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Eric HillJanuary 20, 2024
Finished it in a couple of days. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Brian GreenMay 14, 2025
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. Just right down the middle.
Edward HillApril 12, 2024
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
David JohnsonDecember 25, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Lisa EvansOctober 03, 2024
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Cynthia GreenSeptember 11, 2024
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Still a good book.
Karen PhillipsJune 19, 2025
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Betty JohnsonOctober 05, 2025
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
William ReyesJanuary 13, 2025
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Ashley RodriguezJanuary 28, 2024
Took me a few chapters to get into it, but it was worth it. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
James HallJune 14, 2024
Pretty good overall. It held my attention, even if a few things were a little predictable. Still a good book.
Kimberly ReyesApril 07, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. I'd probably recommend it to a friend.
Christopher ReyesMarch 18, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Joshua BrownJanuary 28, 2025
I have mixed feelings about this one. It felt a bit repetitive in the middle. Could have been shorter. A generous 3 stars.
Betty WrightAugust 27, 2025
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. Just right down the middle.
Daniel RodriguezApril 16, 2024
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Christopher WrightApril 14, 2025
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Christopher WrightApril 04, 2025
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
Sarah TorresMay 18, 2025
Pretty good overall. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Dorothy WrightFebruary 04, 2025
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Donna CruzMay 02, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Daniel NelsonMarch 17, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Kenneth MitchellMarch 30, 2025
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Ryan ThompsonAugust 29, 2025
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Nancy CarterApril 03, 2025
It was okay. It felt a bit repetitive in the middle. Could have been shorter. Might work better for someone else, just wasn't completely for me.
Kenneth TorresOctober 10, 2024
A very satisfying read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Will be looking for more from this author.
George CruzMay 18, 2025
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Emily ThomasJune 21, 2025
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Ashley ParkerJuly 26, 2025
Glad someone recommended this to me. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Will be looking for more from this author.
Sandra JohnsonApril 30, 2024
I was pleasantly surprised. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Michael GomezSeptember 21, 2025
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Would probably read it again at some point.
Ryan BrownMay 13, 2024
It was okay. Some parts were interesting, while others were a bit of a slog to get through. Just right down the middle.
Patricia JohnsonOctober 12, 2024
Finished it in a couple of days. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Nancy DiazOctober 09, 2025
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Sharon WrightOctober 13, 2024
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
William HillSeptember 10, 2025
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
Paul EvansMay 20, 2025
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Charles LeeOctober 29, 2024
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Dorothy GarciaMarch 28, 2024
Finished it in a couple of days. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Sandra ThomasApril 20, 2025
It was just alright. Some parts were interesting, while others were a bit of a slog to get through. Just right down the middle.
Barbara SanchezMarch 15, 2024
Good, but not quite perfect. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Not bad at all.
Nancy TorresNovember 06, 2025
I liked it for the most part. I liked the main character, though some of the side plots were just okay. A solid 4 stars from me.
John LeeJune 26, 2025
Such a great read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Nancy AllenOctober 24, 2025
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Would probably read it again at some point.
Joshua EdwardsJanuary 03, 2024
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Eric LopezMay 10, 2024
I have mixed feelings about this one. Some parts were interesting, while others were a bit of a slog to get through. Might work better for someone else, just wasn't completely for me.
Joseph WilliamsSeptember 29, 2025
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Cynthia SanchezAugust 02, 2025
Glad someone recommended this to me. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Nicholas LeeNovember 07, 2024
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Thomas HallOctober 07, 2024
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. A solid 5/5 for me.
Gary AdamsMay 19, 2024
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Robert MartinAugust 28, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Mary SanchezMarch 24, 2024
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Daniel MitchellMarch 21, 2024
Pretty good overall. Interesting premise and executed fairly well. Just a few slow chapters here and there. I'd probably recommend it to a friend.
Linda ScottOctober 02, 2024
I liked it for the most part. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. Still a good book.
Edward TaylorJanuary 09, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
William ReyesMarch 29, 2025
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Will be looking for more from this author.
Michael GomezNovember 21, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
Elizabeth HarrisFebruary 08, 2024
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Will be looking for more from this author.
Linda ParkerApril 20, 2025
Finished it in a couple of days. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Rebecca MooreApril 01, 2024
Really enjoyed this one. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. A solid 5/5 for me.
Steven SanchezMay 10, 2025
Pretty good overall. I liked the main character, though some of the side plots were just okay. Not bad at all.
George SanchezOctober 28, 2025
An average read for me. It felt a bit repetitive in the middle. Could have been shorter. Probably won't read it again, but it was an okay way to pass the time.
Melissa DavisNovember 23, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Margaret HernandezJanuary 19, 2025
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Ashley RobertsAugust 13, 2025
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Matthew ClarkJanuary 10, 2025
Honestly one of the better books I've read lately. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Laura BakerOctober 22, 2025
Such a great read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Mary NguyenApril 08, 2025
I have mixed feelings about this one. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Just right down the middle.
Carol WilliamsMarch 26, 2025
A solid read. It held my attention, even if a few things were a little predictable. Not bad at all.
Joshua EdwardsJuly 29, 2025
Good, but not quite perfect. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
Patricia RamirezDecember 03, 2025
Good, but not quite perfect. The middle dragged a tiny bit, but the ending totally made up for it. Enjoyable weekend read.
Barbara MillerOctober 21, 2024
Good, but not quite perfect. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. A solid 4 stars from me.
Michelle ReyesMay 25, 2025
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
William HillJanuary 04, 2025
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Mark DavisSeptember 13, 2024
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
Mary BakerAugust 17, 2024
Really enjoyed this one. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Worth the time and money.
Paul DavisAugust 04, 2024
Finished it in a couple of days. I got really invested in the main character's journey. Everything just clicked for me. A solid 5/5 for me.
Jacob RobinsonJanuary 12, 2024
I liked it for the most part. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Thomas LopezMay 22, 2025
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Edward TaylorMarch 30, 2025
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Carol GarciaJuly 09, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Definitely recommend it if you like this genre.
Carol GarciaOctober 07, 2024
I liked it for the most part. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Lisa AndersonJanuary 17, 2025
I liked it for the most part. I liked the main character, though some of the side plots were just okay. A solid 4 stars from me.
Matthew LeeJuly 06, 2025
It was just alright. It had some good moments, but the overall plot felt a bit disjointed in the second half. Might work better for someone else, just wasn't completely for me.
Joshua JonesOctober 04, 2024
Really enjoyed this one. I got really invested in the main character's journey. Everything just clicked for me. Glad I picked this up.
Robert HillMay 25, 2025
It was just alright. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Just right down the middle.
James RobertsJuly 27, 2025
Such a great read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Sandra ThomasJune 20, 2024
I was pleasantly surprised. I loved how the story unfolded. It kept me guessing without being too confusing. Glad I picked this up.
Emily WalkerJune 20, 2024
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. A solid 4 stars from me.
Susan EdwardsJuly 08, 2025
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Thomas WilsonFebruary 11, 2024
Finished it in a couple of days. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Charles JonesMarch 02, 2025
Finished it in a couple of days. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Glad I picked this up.
Sandra WilliamsNovember 05, 2025
An average read for me. Some parts were interesting, while others were a bit of a slog to get through. Probably won't read it again, but it was an okay way to pass the time.
William ReyesJune 08, 2025
I liked it for the most part. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
William SanchezNovember 16, 2025
Such a great read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Will be looking for more from this author.
John AllenMarch 26, 2025
Glad someone recommended this to me. The writing style is very engaging. It’s easy to follow but still has a lot of depth. A solid 5/5 for me.
Nancy AdamsFebruary 25, 2025
Honestly one of the better books I've read lately. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Worth the time and money.
Barbara MillerMarch 22, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Rebecca PerezDecember 11, 2025
A solid read. Writing is good, just wish there was a bit more depth in certain parts. Still kept my attention though. I'd probably recommend it to a friend.
Gary FloresAugust 02, 2024
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Melissa CollinsFebruary 04, 2024
Honestly one of the better books I've read lately. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Thomas GomezJune 11, 2025
Such a great read. The writing style is very engaging. It’s easy to follow but still has a lot of depth. Will be looking for more from this author.
Brian AndersonJanuary 17, 2025
I liked it for the most part. Interesting premise and executed fairly well. Just a few slow chapters here and there. I'd probably recommend it to a friend.
Daniel AllenFebruary 04, 2024
It was just alright. The writing was fine, but I didn't feel very connected to the characters. They felt a bit flat. Might work better for someone else, just wasn't completely for me.
Emily CarterNovember 10, 2025
Honestly one of the better books I've read lately. I loved how the story unfolded. It kept me guessing without being too confusing. A solid 5/5 for me.
Kenneth TorresApril 27, 2025
Really enjoyed this one. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Jessica GomezJuly 28, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. I'd probably recommend it to a friend.
Margaret HillAugust 21, 2025
It was okay. It had some good moments, but the overall plot felt a bit disjointed in the second half. A generous 3 stars.
Melissa DavisSeptember 01, 2025
Took me a few chapters to get into it, but it was worth it. It held my attention, even if a few things were a little predictable. Enjoyable weekend read.
Elizabeth MartinAugust 18, 2025
A very satisfying read. I loved how the story unfolded. It kept me guessing without being too confusing. Would probably read it again at some point.
Charles HarrisMay 31, 2025
Good, but not quite perfect. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Thomas WilsonDecember 14, 2024
I liked it for the most part. It held my attention, even if a few things were a little predictable. Not bad at all.
Daniel MooreOctober 17, 2025
Such a great read. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Will be looking for more from this author.
Ashley RodriguezAugust 24, 2024
Finished it in a couple of days. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Daniel MitchellFebruary 25, 2024
Honestly one of the better books I've read lately. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Jacob ThompsonAugust 13, 2025
A very satisfying read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Glad I picked this up.
Gary LopezAugust 02, 2024
Glad someone recommended this to me. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. A solid 5/5 for me.
Sharon NelsonNovember 03, 2025
Pretty good overall. The middle dragged a tiny bit, but the ending totally made up for it. I'd probably recommend it to a friend.
Kimberly JohnsonSeptember 19, 2024
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Worth the time and money.
William FloresNovember 01, 2025
A solid read. I liked the main character, though some of the side plots were just okay. Enjoyable weekend read.
Michelle ThompsonJanuary 26, 2024
Such a great read. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Definitely recommend it if you like this genre.
Cynthia YoungAugust 02, 2025
Glad someone recommended this to me. The pacing was spot on and the characters felt real. I didn't find myself getting bored at any point. Worth the time and money.
Jacob BrownMay 01, 2025
I liked it for the most part. Interesting premise and executed fairly well. Just a few slow chapters here and there. Not bad at all.
Ryan BrownJuly 10, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Will be looking for more from this author.
Kevin HarrisJanuary 23, 2025
A very satisfying read. I got really invested in the main character's journey. Everything just clicked for me. Will be looking for more from this author.
Cynthia NguyenMay 11, 2024
Pretty good overall. I liked the main character, though some of the side plots were just okay. Not bad at all.
Mark HillMay 16, 2025
Really enjoyed this one. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
David WilsonJune 17, 2024
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Lisa HernandezAugust 12, 2024
It was just alright. Some parts were interesting, while others were a bit of a slog to get through. A generous 3 stars.
Daniel MitchellFebruary 06, 2024
Honestly one of the better books I've read lately. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Glad I picked this up.
Kimberly GonzalezNovember 08, 2024
I liked it for the most part. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Michael HarrisMarch 28, 2024
A solid read. Interesting premise and executed fairly well. Just a few slow chapters here and there. A solid 4 stars from me.
Steven AllenFebruary 21, 2024
I was pleasantly surprised. It has a good balance of dialogue and description. Everything felt like it moved at the right speed. Definitely recommend it if you like this genre.
Matthew ClarkSeptember 12, 2025
A solid read. The middle dragged a tiny bit, but the ending totally made up for it. Not bad at all.
Edward NguyenSeptember 07, 2025
A very satisfying read. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Gary ThompsonJanuary 20, 2024
I was pleasantly surprised. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Definitely recommend it if you like this genre.
Charles AndersonSeptember 15, 2024
Good, but not quite perfect. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Anthony MooreJanuary 21, 2024
I liked it for the most part. It held my attention, even if a few things were a little predictable. A solid 4 stars from me.
Elizabeth RobertsApril 10, 2025
Pretty good overall. It held my attention, even if a few things were a little predictable. Not bad at all.
Kimberly GonzalezFebruary 28, 2025
Such a great read. I loved how the story unfolded. It kept me guessing without being too confusing. Worth the time and money.
Joshua BrownJuly 24, 2024
Honestly one of the better books I've read lately. The author did a great job wrapping everything up at the end. No weird plot holes left behind. Would probably read it again at some point.
Emily HernandezOctober 18, 2024
Such a great read. I got really invested in the main character's journey. Everything just clicked for me. Worth the time and money.
